Recognising the model and made of car, based on image input - V2¶

Due to the complete mess in the previous version of this project, I decide to restart it from beginning. After month spent in researching how to convert .mat to .csv, why I can't resize and save images in a single file, what is wrong with my model, back and forth on every step and skimming everything I could find about the Stanford Car Dataset, I decide it's time to start project from beggining, because I was obviosly stuck.

However, the differences this time, is that I found this different version of the dataset, which might be easier to work with, because I have devkit file, which fixed the broken .mat file, which I was struggling with

In this notebook, I will be developing a cutting-edge AI model that is capable of recognizing car images and outputting their corresponding make and model. To achieve this, I will be utilizing the reworked Stanford Car Dataset, which comprises over 16,000 high-quality car images, evenly split between training and testing data.

The primary goal of this model is to assist car enthusiasts and spotters who often capture unique and rare cars but struggle to identify their make and model. With the help of this advanced tool, they will be able to quickly and accurately identify any car by simply uploading an image, enhancing their overall car-spotting experience.

Process¶

To train this AI model, I will be utilizing a state-of-the-art deep learning technique called Convolutional Neural Networks (CNNs). CNNs have demonstrated remarkable success in image classification tasks, making them a perfect choice for identifying the make and model of cars from their images.

In addition, I will explore the data using various techniques such as data visualization and statistical analysis to gain insights into the dataset's properties. I will also preprocess the data by resizing the images to a uniform size, converting them to RGB, and normalizing the pixel values to facilitate the training process.

Moreover, I will split the dataset into training, validation, and testing sets and train the model on the training set. I will then fine-tune the model using transfer learning techniques to further improve its accuracy. Finally, I will evaluate the model's performance on the testing set and make necessary adjustments to improve its accuracy.

Setup¶

Installing Kaggle, so I can import the database

In [ ]:
!pip install -q kaggle

Imports¶

  • NumPy - a library for working with arrays and numerical operations in Python.
  • Matplotlib - a plotting library used for creating visualizations such as line plots, scatter plots, histograms, and more.
  • Pandas - a library used for data manipulation and analysis.
  • Keras - a high-level neural networks API that can be used with different backends, including TensorFlow.
  • TensorFlow - an open-source software library used for dataflow and differentiable programming across a range of tasks.
In [ ]:
import os
import random
import numpy as np
import matplotlib.pyplot as plt
import pandas as pd
from PIL import Image
from sklearn.preprocessing import LabelEncoder
import scipy.io as sio
from scipy.io import loadmat
from keras.utils import to_categorical
from keras.layers import Dropout
import shutil
from matplotlib.patches import Rectangle
import cv2
from keras.preprocessing import image as image_utils
from keras.models import load_model

from tensorflow import keras
from keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, GlobalAveragePooling2D
from keras.optimizers import Adam
from keras.models import Sequential, Model
from sklearn import preprocessing
from pathlib import Path
import h5py

from keras.applications import VGG16
from keras.preprocessing.image import ImageDataGenerator

Connecting to Google Drive¶

Before we begin, we need to establish a connection to Google Drive so that we can access and save the dataset locally after fetching it from Kaggle

In [ ]:
from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive

Fetch the dataset¶

No need to re-run, it's saved locally

In [ ]:
# for some reason, you need to try at least once to download the dataset and fail, before it successfully creates the link to the API

!kaggle datasets download -d eduardo4jesus/stanford-cars-dataset
Traceback (most recent call last):
  File "/usr/local/bin/kaggle", line 5, in <module>
    from kaggle.cli import main
  File "/usr/local/lib/python3.10/dist-packages/kaggle/__init__.py", line 23, in <module>
    api.authenticate()
  File "/usr/local/lib/python3.10/dist-packages/kaggle/api/kaggle_api_extended.py", line 164, in authenticate
    raise IOError('Could not find {}. Make sure it\'s located in'
OSError: Could not find kaggle.json. Make sure it's located in /root/.kaggle. Or use the environment method.
In [ ]:
# Link the API Token

!cp /content/drive/MyDrive/.kaggle/kaggle.json /root/.kaggle/
In [ ]:
# download the dataset

!kaggle datasets download -d eduardo4jesus/stanford-cars-dataset
Downloading stanford-cars-dataset.zip to /content
 99% 1.81G/1.82G [00:17<00:00, 112MB/s]
100% 1.82G/1.82G [00:17<00:00, 115MB/s]

Let's check where is the dataset

In [ ]:
!ls
drive  sample_data  stanford-cars-dataset.zip

How we can see, we download the dataset as a zip file. In order to use it, we should unzip it.

In [ ]:
!mkdir /content/drive/MyDrive/stanford-cars-dataset-v2
!unzip /content/stanford-cars-dataset.zip -d /content/drive/MyDrive/stanford-cars-dataset-v2
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  inflating: /content/drive/MyDrive/stanford-cars-dataset-v2/cars_train/cars_train/08142.jpg  
  inflating: /content/drive/MyDrive/stanford-cars-dataset-v2/cars_train/cars_train/08143.jpg  
  inflating: /content/drive/MyDrive/stanford-cars-dataset-v2/cars_train/cars_train/08144.jpg  

Defining Paths¶

To make it easier for me, I will define all the paths here which I will use in the code after. This will help me, when I re-run my project to not have a variables, which I embedded in a code, where there is no need to run

In [ ]:
devkit_path = Path('/content/drive/MyDrive/stanford-cars-dataset-v2/car_devkit/devkit')
train_path = Path('/content/drive/MyDrive/stanford-cars-dataset-v2/cars_train/cars_train')
test_path = Path('/content/drive/MyDrive/stanford-cars-dataset-v2/cars_test/cars_test')
In [ ]:
os.listdir(devkit_path)
Out[ ]:
['README.txt',
 'cars_meta.mat',
 'cars_train_annos.mat',
 'cars_test_annos.mat',
 'eval_train.m',
 'train_perfect_preds.txt']
In [ ]:
readme_path = os.path.join(devkit_path, 'README.txt')

# Open and read the file
with open(readme_path, 'r') as file:
    content = file.read()

# Print the file content
print(content)
This file gives documentation for the cars 196 dataset.
(http://ai.stanford.edu/~jkrause/cars/car_dataset.html)

----------------------------------------
Metadata/Annotations
----------------------------------------
Descriptions of the files are as follows:

-cars_meta.mat:
  Contains a cell array of class names, one for each class.

-cars_train_annos.mat:
  Contains the variable 'annotations', which is a struct array of length
  num_images and where each element has the fields:
    bbox_x1: Min x-value of the bounding box, in pixels
    bbox_x2: Max x-value of the bounding box, in pixels
    bbox_y1: Min y-value of the bounding box, in pixels
    bbox_y2: Max y-value of the bounding box, in pixels
    class: Integral id of the class the image belongs to.
    fname: Filename of the image within the folder of images.

-cars_test_annos.mat:
  Same format as 'cars_train_annos.mat', except the class is not provided.

----------------------------------------
Submission file format
----------------------------------------
Files for submission should be .txt files with the class prediction for
image M on line M. Note that image M corresponds to the Mth annotation in
the provided annotation file. An example of a file in this format is
train_perfect_preds.txt

Included in the devkit are a script for evaluating training accuracy,
eval_train.m. Usage is:

(in MATLAB)
>> [accuracy, confusion_matrix] = eval_train('train_perfect_preds.txt')

If your training predictions work with this function then your testing
predictions should be good to go for the evaluation server, assuming
that they're in the same format as your training predictions.

As you can see from above, in this dataset we have .mat files for classes names, train and test cases, which is better than previous, because I have also an instructions how to use it.

In [ ]:
cars_meta = loadmat(devkit_path/'cars_meta.mat')
cars_train_annos = loadmat(devkit_path/'cars_train_annos.mat')
cars_test_annos = loadmat(devkit_path/'cars_test_annos.mat')

Prepairing Labels¶

Here we will retrieve the classes from class_names column and saved them into labels variables, after we convert them into pandas Dataframe, with a single column named 'label'

In [ ]:
labels = [c for c in cars_meta['class_names'][0]]
labels = pd.DataFrame(labels, columns=['labels'])
labels.head()
Out[ ]:
labels
0 AM General Hummer SUV 2000
1 Acura RL Sedan 2012
2 Acura TL Sedan 2012
3 Acura TL Type-S 2008
4 Acura TSX Sedan 2012

Loading Cars Train and Test¶

This code processes the annotations data from the cars_train_annos dictionary, creates a DataFrame with the specified column names, adjusts the class values and appends the file path to the fname column, and finally displays the first few rows of the resulting DataFrame.

In [ ]:
frame = [[i.flat[0] for i in line] for line in cars_train_annos['annotations'][0]]
columns = ['bbox_x1', 'bbox_y1', 'bbox_x2', 'bbox_y2', 'class', 'fname']
df_train = pd.DataFrame(frame, columns=columns)
df_train['class'] = df_train['class']-1 # Python indexing starts on zero.
df_train['fname'] = [train_path/f for f in df_train['fname']] #  Appending Path
df_train.head()
Out[ ]:
bbox_x1 bbox_y1 bbox_x2 bbox_y2 class fname
0 39 116 569 375 13 /content/drive/MyDrive/stanford-cars-dataset-v...
1 36 116 868 587 2 /content/drive/MyDrive/stanford-cars-dataset-v...
2 85 109 601 381 90 /content/drive/MyDrive/stanford-cars-dataset-v...
3 621 393 1484 1096 133 /content/drive/MyDrive/stanford-cars-dataset-v...
4 14 36 133 99 105 /content/drive/MyDrive/stanford-cars-dataset-v...
In [ ]:
frame = [[i.flat[0] for i in line] for line in cars_test_annos['annotations'][0]]
columns = ['bbox_x1', 'bbox_y1', 'bbox_x2', 'bbox_y2', 'fname']
df_test = pd.DataFrame(frame, columns=columns)
df_test['fname'] = [test_path/f for f in df_test['fname']] #  Appending Path
df_test.head()
---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-50-abe6947102ff> in <cell line: 1>()
----> 1 frame = [[i.flat[0] for i in line] for line in cars_test_annos['annotations'][0]]
      2 columns = ['bbox_x1', 'bbox_y1', 'bbox_x2', 'bbox_y2', 'fname']
      3 df_test = pd.DataFrame(frame, columns=columns)
      4 df_test['fname'] = [test_path/f for f in df_test['fname']] #  Appending Path
      5 df_test.head()

ValueError: no field of name annotations

After re-reading the README.txt file, I figure out that there are no labels for the cars_test_annos, so after the training I have to generate my model predictions as a txt file, and compra them with train_perfect_preds.txt

Merging labels with data¶

In [ ]:
df_train = df_train.merge(labels, left_on='class', right_index=True)
df_train = df_train.sort_index()
df_train.head()
Out[ ]:
bbox_x1 bbox_y1 bbox_x2 bbox_y2 class fname labels
0 39 116 569 375 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
1 36 116 868 587 2 /content/drive/MyDrive/stanford-cars-dataset-v... Acura TL Sedan 2012
2 85 109 601 381 90 /content/drive/MyDrive/stanford-cars-dataset-v... Dodge Dakota Club Cab 2007
3 621 393 1484 1096 133 /content/drive/MyDrive/stanford-cars-dataset-v... Hyundai Sonata Hybrid Sedan 2012
4 14 36 133 99 105 /content/drive/MyDrive/stanford-cars-dataset-v... Ford F-450 Super Duty Crew Cab 2012

Last time we had a problem, that the labels didn't correspond with actual car image, now let's check if that's the case again.

In [ ]:
# Save to .csv
df_test.to_csv('/content/drive/MyDrive/stanford-cars-dataset-v2/data_test.csv', index=False)

Data Visualisation¶

In [ ]:
# Returns (Image, title, rectangle patch) for drawing
def get_assets(df, i):
    # Check if the DataFrame is df_train or df_test
    is_train = df is df_train
    
    # Set the folder path based on whether it's a training or testing DataFrame
    folder = train_path if is_train else test_path
    
    # Open the image using the file path from the DataFrame
    image = Image.open(df['fname'][i])
    
    # Set the title as the label if it's a training DataFrame, otherwise set it as 'Unclassified'
    title = df['labels'][i] if is_train else 'Unclassified'

    # Extract the bounding box coordinates and dimensions from the DataFrame
    xy = df['bbox_x1'][i], df['bbox_y1'][i]
    width = df['bbox_x2'][i] - df['bbox_x1'][i]
    height = df['bbox_y2'][i] - df['bbox_y1'][i]
    
    # Create a rectangle patch object to represent the bounding box
    rect = Rectangle(xy, width, height, fill=False, color='r', linewidth=2)
    
    # Return the image, title, and rectangle patch
    return (image, title, rect)
In [ ]:
def display_image(df, i):
    # Get image, title, and rectangle patch using get_assets function
    image, title, rect = get_assets(df, i)

    # Print the title (label)
    print(title)

    # Display the image
    plt.imshow(image)

    # Turn off the axis
    plt.axis('off')

    # Set the title of the plot
    plt.title(title)

    # Add the rectangle patch to the plot
    plt.gca().add_patch(rect)
In [ ]:
# Generate a random index within the valid range of the DataFrame
random_index = random.randint(0, len(df_train) - 1)

# Call the display_image function with the random index
display_image(df_train, random_index)
Eagle Talon Hatchback 1998

As we can see, the labels are correct. If you are not a car fan, you can always google the model of the car, and see that it's correct :) Now let's display a range of images, to see if they are classified. Now let's do same for test dataframe

In [ ]:
# Generate a random index within the valid range of the DataFrame
random_index = random.randint(0, len(df_train) - 1)

# Call the display_image function with the random index
display_image(df_test, random_index)
Unclassified
In [ ]:
def display_random_cars(df, num_cars=5):
    random_indices = random.sample(range(len(df)), num_cars)  # Generate 5 random indices

    fig, ax = plt.subplots(num_cars, figsize=(15, 5*num_cars))

    for i, idx in enumerate(random_indices):
        im, title, rect = get_assets(df, idx)
        sub = ax[i]
        sub.imshow(im)
        sub.axis('off')
        sub.set_title(title)
        sub.add_patch(rect)
        
    plt.show()

display_random_cars(df_train, num_cars=5)
In [ ]:
number = 13  # Desired class number
display(df_train[df_train['class'] == number])
bbox_x1 bbox_y1 bbox_x2 bbox_y2 class fname labels
0 39 116 569 375 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
16 39 52 233 150 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
410 52 47 586 260 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
466 47 92 209 178 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
887 7 51 253 156 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
1084 90 53 460 257 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
1209 19 123 618 354 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
1231 150 87 472 289 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
1402 16 41 399 300 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
1879 120 324 890 731 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
2006 24 16 454 304 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
2473 182 155 1743 951 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
2597 40 38 224 155 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
2765 131 234 1411 896 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
2895 25 98 591 353 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
2947 98 133 333 250 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
3054 1 26 201 112 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
3288 172 227 644 432 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
3546 118 131 575 336 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
3589 2 35 262 142 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
3749 137 567 3038 1771 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
3803 12 36 254 170 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
3817 96 82 709 468 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
3837 13 30 251 156 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
4013 2 91 196 198 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
4427 2 49 637 405 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
4536 160 203 1363 810 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
4594 33 8 210 100 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
4670 241 244 1408 928 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
4752 53 103 483 379 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
5115 32 42 584 347 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
5264 8 28 1005 616 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
5265 40 66 269 164 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
5856 32 39 232 143 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
6226 32 111 630 431 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
6585 44 62 555 294 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
6599 29 6 271 168 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
6844 90 40 628 365 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
6856 17 27 207 98 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
7376 26 50 253 146 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
7422 16 142 384 292 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
7585 18 33 190 117 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012
7764 71 35 587 375 13 /content/drive/MyDrive/stanford-cars-dataset-v... Audi TTS Coupe 2012

Now let's check what is the distribution of the cars.

In [ ]:
# Group the DataFrame 'df_train' by 'labels' and count the occurrences of each label
freq_labels = df_train.groupby('labels').count()[['class']]

# Rename the column 'class' to 'count' for clarity
freq_labels = freq_labels.rename(columns={'class': 'count'})

# Sort the DataFrame 'freq_labels' by the 'count' column in descending order
freq_labels = freq_labels.sort_values(by='count', ascending=False)

# Display the top few rows of the sorted DataFrame
freq_labels.head()
Out[ ]:
count
labels
GMC Savana Van 2012 68
Chrysler 300 SRT-8 2010 49
Mercedes-Benz 300-Class Convertible 1993 48
Mitsubishi Lancer Sedan 2012 48
Jaguar XK XKR 2012 47

This is the top 5 cars and models, which we have most of images of. This means the might be bias to them, since we are going to train on them.

In [ ]:
freq_labels.head(50).plot.bar(figsize=(15,10))  # Plotting a bar chart with the 50 most frequent labels
plt.xticks(rotation=90)  # Rotate the x-axis labels by 90 degrees
plt.xlabel("Cars")  # Set the x-axis label as "Cars"
plt.ylabel("Count")  # Set the y-axis label as "Count"
Out[ ]:
Text(0, 0.5, 'Count')

And those are the 50s most cars we have in the dataset. Now let's save df_train locally as .csv file.

In [ ]:
df_train.to_csv('/content/drive/MyDrive/stanford-cars-dataset-v2/data_train.csv', index=False)

Data Preparation¶

In [ ]:
# Run if df_train is not recognised
df_train = pd.read_csv('/content/drive/MyDrive/stanford-cars-dataset-v2/data_train.csv')
In [ ]:
# Run if df_test is not recognised
df_test = pd.read_csv('/content/drive/MyDrive/stanford-cars-dataset-v2/data_test.csv')

Let's first test with a few rows if the code will work. Otherwise, I have to wait for all of the 8000 images, until I see if everything is sucessful.

In [ ]:
# Create a subset for testing
df_train_subset = df_train[:10]

# Initialize arrays for storing processed images and labels
images_train = []
labels_train = []

# Initialize counters
proceeded = 0
skipped = 0

def load_and_process_image(file_path, bbox):
    try:
        # Open the image file
        img = Image.open(file_path)
        # Crop the image using bounding box
        img = img.crop((bbox[0], bbox[1], bbox[2], bbox[3]))
        # Convert the image to RGB (3 channels)
        img = img.convert('RGB')
        # Resize the image
        img = img.resize((224, 224))
        # Convert the image to numpy array and normalize it
        img = np.array(img) / 255.0
        return img
    except FileNotFoundError:
        # Return None if image can't be opened
        return None

# Loop over the subset and process each image
for idx, row in df_train_subset.iterrows():
    bbox = [row['bbox_x1'], row['bbox_y1'], row['bbox_x2'], row['bbox_y2']]
    img = load_and_process_image(row['fname'], bbox)
    if img is not None:
        images_train.append(img)
        labels_train.append(row['class'])
        proceeded += 1
    else:
        skipped += 1

print(f"Total images processed: {proceeded}")
print(f"Total images skipped: {skipped}")

# Convert lists to numpy arrays
images_train = np.array(images_train)
labels_train = np.array(labels_train)

# Print shapes to check
print(images_train.shape)
print(labels_train.shape)

# Save the processed images and labels to a single file
np.save('/content/drive/MyDrive/stanford-cars-dataset-v2/images_train.npy', images_train)
np.save('/content/drive/MyDrive/stanford-cars-dataset-v2/labels_train.npy', labels_train)
Total images processed: 10
Total images skipped: 0
(10, 224, 224, 3)
(10,)

Everything is fine, let's process with the full dataset. However, all of dataset is too much for collab, I will be processing on smaller batches

In [ ]:
def load_and_process_image(file_path, bbox):
    try:
        # Open the image file
        img = Image.open(file_path)
        # Crop the image using bounding box
        img = img.crop((bbox[0], bbox[1], bbox[2], bbox[3]))
        # Convert the image to RGB (3 channels)
        img = img.convert('RGB')
        # Resize the image
        img = img.resize((224, 224))
        # Convert the image to numpy array and normalize it
        img = np.array(img) / 255.0
        return img
    except FileNotFoundError:
        # Return None if image can't be opened
        return None

def process_images_in_batches(df, batch_size=1000):
    # Initialize arrays for storing processed images and labels
    images = []
    labels = []

    # Initialize counters
    proceeded = 0
    skipped = 0
    batch_no = 0

    # Loop over the dataframe and process each image
    for idx, row in df.iterrows():
        bbox = [row['bbox_x1'], row['bbox_y1'], row['bbox_x2'], row['bbox_y2']]
        img = load_and_process_image(row['fname'], bbox)
        if img is not None:
            images.append(img)
            labels.append(row['class'])
            proceeded += 1
        else:
            skipped += 1

        # If the batch size is reached, save the images and labels to a numpy file
        if (idx + 1) % batch_size == 0 or (idx + 1) == len(df):
            # Convert lists to numpy arrays
            images = np.array(images)
            labels = np.array(labels)

            # Save the processed images and labels to a single file
            np.save(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy', images)
            np.save(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy', labels)

            # Clear the lists to free up memory
            images = []
            labels = []
            batch_no += 1

    print(f"Total images processed: {proceeded}")
    print(f"Total images skipped: {skipped}")

# Call the function on your training dataframe
process_images_in_batches(df_train)
Total images processed: 7835
Total images skipped: 309

The above function didn't make it through the end, but still I have half of the data, so I will just work with it - 4000 images is still good.

In [ ]:
images_train = np.load('/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train/images_train_batch_3.npy')
labels_train = np.load('/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train/labels_train_batch_3.npy')
print(images_train.shape)
print(labels_train.shape)
(977, 224, 224, 3)
(977,)

Shape looks good for all of the files, now let's process the test images.

In [ ]:
def load_and_process_image(file_path, bbox):
    try:
        # Open the image file
        img = Image.open(file_path)
        # Crop the image using bounding box
        img = img.crop((bbox[0], bbox[1], bbox[2], bbox[3]))
        # Convert the image to RGB (3 channels)
        img = img.convert('RGB')
        # Resize the image
        img = img.resize((224, 224))
        # Convert the image to numpy array and normalize it
        img = np.array(img) / 255.0
        return img
    except FileNotFoundError:
        # Return None if image can't be opened
        return None


def process_images_in_batches(df, data_type='train', batch_size=1000):
    # Initialize arrays for storing processed images and labels
    images = []
    labels = []

    # Initialize counters
    proceeded = 0
    skipped = 0
    batch_no = 0

    # Loop over the dataframe and process each image
    for idx, row in df.iterrows():
        bbox = [row['bbox_x1'], row['bbox_y1'], row['bbox_x2'], row['bbox_y2']]
        img = load_and_process_image(row['fname'], bbox)
        if img is not None:
            images.append(img)
            labels.append(row['class'])
            proceeded += 1
        else:
            skipped += 1

        # If the batch size is reached, save the images and labels to a numpy file
        if (idx + 1) % batch_size == 0 or (idx + 1) == len(df):
            # Convert lists to numpy arrays
            images = np.array(images)
            labels = np.array(labels)

            # Save the processed images and labels to a single file
            np.save(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_{data_type}_v2/images_{data_type}_batch_{batch_no}.npy', images)
            np.save(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_{data_type}_v2/labels_{data_type}_batch_{batch_no}.npy', labels)

            # Clear the lists to free up memory
            images = []
            labels = []
            batch_no += 1

    print(f"Total images processed: {proceeded}")
    print(f"Total images skipped: {skipped}")

# Process the testing data
process_images_in_batches(df_test, data_type='test')
Total images processed: 7862
Total images skipped: 134

On the process I ran out of drive storage and avaialble free GPU resources. The training will take days for training with CPU, so I bought 100 compute units

IT TURNS OUT THAT A THE TEST DATA DOESN'T HAVE A LABELS AND THE CONNECTIONS WHICH I MADE EARLIER (WHICH I DELETED) ARE WRONG, BECAUSE I CONNECT THE TRAIN DATASET LABELS TO TEST. I MIGHT GENERATED LABELSTEST...NPY, BUT I WOULND'T USE THEM SINCE THEY ARE TOTALLY WRONG

Building and Training the Convolutional Neural Network¶

V1 - FAIL¶

In [ ]:
# Define a function to load batch data
def load_batch_data(batch_no):
    images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
    labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
    return images_train, labels_train

# Load the VGG16 network, ensuring the head FC layer sets are left off
baseModel = VGG16(weights="imagenet", include_top=False, input_shape=(224, 224, 3))

# Construct the head of the model that will be placed on top of the base model
headModel = baseModel.output
headModel = GlobalAveragePooling2D()(headModel)
headModel = Dense(512, activation="relu")(headModel)
headModel = Dropout(0.5)(headModel)
headModel = Dense(196, activation="softmax")(headModel)

# Place the head FC model on top of the base model (this will become the actual model to train)
model = Model(inputs=baseModel.input, outputs=headModel)

# Freeze the baseModel
for layer in baseModel.layers:
    layer.trainable = False

# Compile the model (this needs to be done after setting layers to non-trainable)
model.compile(optimizer=Adam(lr=1e-4), loss='sparse_categorical_crossentropy', metrics=['accuracy'])

# Train the head of the network for a few epochs (this requires less computational resources)
for batch_no in range(9):
    images_train, labels_train = load_batch_data(batch_no)
    model.fit(images_train, labels_train, epochs=10)

# Now we'll unfreeze some of the top layers of the base model for fine-tuning
for layer in baseModel.layers[-4:]:
    layer.trainable = True

# We'll use a lower learning rate during fine-tuning
model.compile(optimizer=Adam(lr=1e-5), loss='sparse_categorical_crossentropy', metrics=['accuracy'])

# Continue training for a few more epochs
for batch_no in range(9, 18):
    images_train, labels_train = load_batch_data(batch_no)
    model.fit(images_train, labels_train, epochs=40)

# Save the model
model.save('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5
58889256/58889256 [==============================] - 0s 0us/step
/usr/local/lib/python3.10/dist-packages/keras/optimizers/legacy/adam.py:117: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead.
  super().__init__(name, **kwargs)
Epoch 1/10
31/31 [==============================] - 608s 20s/step - loss: 5.4697 - accuracy: 0.0021
Epoch 2/10
31/31 [==============================] - 608s 20s/step - loss: 5.3785 - accuracy: 0.0010
Epoch 3/10
31/31 [==============================] - 613s 20s/step - loss: 5.3369 - accuracy: 0.0072
Epoch 4/10
31/31 [==============================] - 626s 20s/step - loss: 5.2925 - accuracy: 0.0134
Epoch 5/10
31/31 [==============================] - 605s 20s/step - loss: 5.2572 - accuracy: 0.0072
Epoch 6/10
31/31 [==============================] - 605s 19s/step - loss: 5.2397 - accuracy: 0.0165
Epoch 7/10
31/31 [==============================] - 606s 20s/step - loss: 5.2154 - accuracy: 0.0124
Epoch 8/10
31/31 [==============================] - 606s 20s/step - loss: 5.1812 - accuracy: 0.0083
Epoch 9/10
31/31 [==============================] - 605s 20s/step - loss: 5.1723 - accuracy: 0.0114
Epoch 10/10
31/31 [==============================] - 606s 20s/step - loss: 5.1577 - accuracy: 0.0145
Epoch 1/10
29/29 [==============================] - 581s 20s/step - loss: 5.3397 - accuracy: 0.0022
Epoch 2/10
29/29 [==============================] - 588s 20s/step - loss: 5.2903 - accuracy: 0.0129
Epoch 3/10
29/29 [==============================] - 580s 20s/step - loss: 5.2320 - accuracy: 0.0151
Epoch 4/10
29/29 [==============================] - 578s 20s/step - loss: 5.2165 - accuracy: 0.0151
Epoch 5/10
29/29 [==============================] - 581s 20s/step - loss: 5.1766 - accuracy: 0.0129
Epoch 6/10
29/29 [==============================] - 582s 20s/step - loss: 5.1606 - accuracy: 0.0205
Epoch 7/10
29/29 [==============================] - 581s 20s/step - loss: 5.1303 - accuracy: 0.0183
Epoch 8/10
29/29 [==============================] - 576s 20s/step - loss: 5.1194 - accuracy: 0.0194
Epoch 9/10
29/29 [==============================] - 568s 20s/step - loss: 5.1189 - accuracy: 0.0205
Epoch 10/10
29/29 [==============================] - 562s 19s/step - loss: 5.0909 - accuracy: 0.0162
Epoch 1/10
31/31 [==============================] - 601s 19s/step - loss: 5.2861 - accuracy: 0.0061
Epoch 2/10
 2/31 [>.............................] - ETA: 9:13 - loss: 5.2911 - accuracy: 0.0156     

Really low accuracy during training. Evrything seems fine, but I think the problem might be in the learning rate lr, so let's stick with something simpler

V2 - GOOD¶

In [ ]:
# Define a function to load batch data
def load_batch_data(batch_no):
    images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
    labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
    return images_train, labels_train

# Define a simple model
model = Sequential()
model.add(Conv2D(32, (3, 3), padding='same', activation='relu', input_shape=(224, 224, 3)))
model.add(Conv2D(32, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))

model.add(Conv2D(64, (3, 3), padding='same', activation='relu'))
model.add(Conv2D(64, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))

model.add(Flatten())
model.add(Dense(512, activation='relu'))
model.add(Dropout(0.5))
model.add(Dense(196, activation='softmax')) # 196 is the number of classes

# Compile the model with a lower learning rate
model.compile(optimizer=Adam(learning_rate=0.0001), loss='sparse_categorical_crossentropy', metrics=['accuracy'])

# Train the model with each batch
for batch_no in range(9):
    images_train, labels_train = load_batch_data(batch_no)
    model.fit(images_train, labels_train, epochs=30)

# Save the model
model.save('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
Epoch 1/30
31/31 [==============================] - 18s 187ms/step - loss: 5.3858 - accuracy: 0.0052
Epoch 2/30
31/31 [==============================] - 5s 154ms/step - loss: 5.2544 - accuracy: 0.0134
Epoch 3/30
31/31 [==============================] - 5s 158ms/step - loss: 5.2362 - accuracy: 0.0062
Epoch 4/30
31/31 [==============================] - 5s 157ms/step - loss: 5.2048 - accuracy: 0.0165
Epoch 5/30
31/31 [==============================] - 5s 157ms/step - loss: 5.1225 - accuracy: 0.0186
Epoch 6/30
31/31 [==============================] - 5s 162ms/step - loss: 4.9321 - accuracy: 0.0445
Epoch 7/30
31/31 [==============================] - 5s 160ms/step - loss: 4.4876 - accuracy: 0.0951
Epoch 8/30
31/31 [==============================] - 5s 166ms/step - loss: 3.6950 - accuracy: 0.2327
Epoch 9/30
31/31 [==============================] - 5s 168ms/step - loss: 2.7562 - accuracy: 0.3816
Epoch 10/30
31/31 [==============================] - 5s 163ms/step - loss: 1.7089 - accuracy: 0.6112
Epoch 11/30
31/31 [==============================] - 5s 165ms/step - loss: 1.0015 - accuracy: 0.7549
Epoch 12/30
31/31 [==============================] - 5s 165ms/step - loss: 0.6353 - accuracy: 0.8428
Epoch 13/30
31/31 [==============================] - 5s 165ms/step - loss: 0.4090 - accuracy: 0.9111
Epoch 14/30
31/31 [==============================] - 5s 167ms/step - loss: 0.2954 - accuracy: 0.9317
Epoch 15/30
31/31 [==============================] - 5s 165ms/step - loss: 0.2252 - accuracy: 0.9328
Epoch 16/30
31/31 [==============================] - 5s 166ms/step - loss: 0.2052 - accuracy: 0.9545
Epoch 17/30
31/31 [==============================] - 5s 167ms/step - loss: 0.1596 - accuracy: 0.9576
Epoch 18/30
31/31 [==============================] - 5s 165ms/step - loss: 0.1503 - accuracy: 0.9607
Epoch 19/30
31/31 [==============================] - 5s 167ms/step - loss: 0.1557 - accuracy: 0.9586
Epoch 20/30
31/31 [==============================] - 5s 169ms/step - loss: 0.1222 - accuracy: 0.9690
Epoch 21/30
31/31 [==============================] - 5s 177ms/step - loss: 0.1101 - accuracy: 0.9710
Epoch 22/30
31/31 [==============================] - 5s 176ms/step - loss: 0.1265 - accuracy: 0.9607
Epoch 23/30
31/31 [==============================] - 5s 168ms/step - loss: 0.1248 - accuracy: 0.9628
Epoch 24/30
31/31 [==============================] - 5s 168ms/step - loss: 0.0824 - accuracy: 0.9772
Epoch 25/30
31/31 [==============================] - 5s 167ms/step - loss: 0.0852 - accuracy: 0.9835
Epoch 26/30
31/31 [==============================] - 5s 166ms/step - loss: 0.1022 - accuracy: 0.9700
Epoch 27/30
31/31 [==============================] - 5s 169ms/step - loss: 0.1001 - accuracy: 0.9762
Epoch 28/30
31/31 [==============================] - 5s 167ms/step - loss: 0.0847 - accuracy: 0.9741
Epoch 29/30
31/31 [==============================] - 5s 169ms/step - loss: 0.0465 - accuracy: 0.9876
Epoch 30/30
31/31 [==============================] - 5s 167ms/step - loss: 0.0602 - accuracy: 0.9866
Epoch 1/30
29/29 [==============================] - 8s 262ms/step - loss: 5.9195 - accuracy: 0.0086
Epoch 2/30
29/29 [==============================] - 5s 162ms/step - loss: 5.0540 - accuracy: 0.0378
Epoch 3/30
29/29 [==============================] - 5s 166ms/step - loss: 4.1135 - accuracy: 0.1629
Epoch 4/30
29/29 [==============================] - 5s 168ms/step - loss: 2.2764 - accuracy: 0.4865
Epoch 5/30
29/29 [==============================] - 5s 169ms/step - loss: 0.8376 - accuracy: 0.8134
Epoch 6/30
29/29 [==============================] - 5s 173ms/step - loss: 0.4310 - accuracy: 0.8932
Epoch 7/30
29/29 [==============================] - 5s 170ms/step - loss: 0.2710 - accuracy: 0.9342
Epoch 8/30
29/29 [==============================] - 5s 169ms/step - loss: 0.1419 - accuracy: 0.9633
Epoch 9/30
29/29 [==============================] - 5s 172ms/step - loss: 0.1073 - accuracy: 0.9730
Epoch 10/30
29/29 [==============================] - 5s 168ms/step - loss: 0.0629 - accuracy: 0.9849
Epoch 11/30
29/29 [==============================] - 5s 169ms/step - loss: 0.0750 - accuracy: 0.9784
Epoch 12/30
29/29 [==============================] - 5s 170ms/step - loss: 0.0917 - accuracy: 0.9741
Epoch 13/30
29/29 [==============================] - 5s 168ms/step - loss: 0.0563 - accuracy: 0.9871
Epoch 14/30
29/29 [==============================] - 5s 170ms/step - loss: 0.0597 - accuracy: 0.9849
Epoch 15/30
29/29 [==============================] - 5s 169ms/step - loss: 0.0608 - accuracy: 0.9817
Epoch 16/30
29/29 [==============================] - 5s 167ms/step - loss: 0.0559 - accuracy: 0.9860
Epoch 17/30
29/29 [==============================] - 5s 171ms/step - loss: 0.0672 - accuracy: 0.9795
Epoch 18/30
29/29 [==============================] - 5s 168ms/step - loss: 0.0516 - accuracy: 0.9795
Epoch 19/30
29/29 [==============================] - 5s 168ms/step - loss: 0.0610 - accuracy: 0.9795
Epoch 20/30
29/29 [==============================] - 5s 172ms/step - loss: 0.0471 - accuracy: 0.9892
Epoch 21/30
29/29 [==============================] - 5s 169ms/step - loss: 0.0260 - accuracy: 0.9946
Epoch 22/30
29/29 [==============================] - 5s 170ms/step - loss: 0.0331 - accuracy: 0.9914
Epoch 23/30
29/29 [==============================] - 5s 170ms/step - loss: 0.0455 - accuracy: 0.9871
Epoch 24/30
29/29 [==============================] - 5s 169ms/step - loss: 0.0513 - accuracy: 0.9871
Epoch 25/30
29/29 [==============================] - 5s 171ms/step - loss: 0.0287 - accuracy: 0.9903
Epoch 26/30
29/29 [==============================] - 5s 169ms/step - loss: 0.0229 - accuracy: 0.9957
Epoch 27/30
29/29 [==============================] - 5s 168ms/step - loss: 0.0181 - accuracy: 0.9957
Epoch 28/30
29/29 [==============================] - 5s 170ms/step - loss: 0.0261 - accuracy: 0.9924
Epoch 29/30
29/29 [==============================] - 5s 168ms/step - loss: 0.0477 - accuracy: 0.9924
Epoch 30/30
29/29 [==============================] - 5s 168ms/step - loss: 0.0316 - accuracy: 0.9892
Epoch 1/30
31/31 [==============================] - 8s 253ms/step - loss: 5.9800 - accuracy: 0.0121
Epoch 2/30
31/31 [==============================] - 5s 164ms/step - loss: 4.9319 - accuracy: 0.1131
Epoch 3/30
31/31 [==============================] - 5s 167ms/step - loss: 3.7879 - accuracy: 0.2374
Epoch 4/30
31/31 [==============================] - 5s 169ms/step - loss: 1.8230 - accuracy: 0.5939
Epoch 5/30
31/31 [==============================] - 5s 169ms/step - loss: 0.5577 - accuracy: 0.8707
Epoch 6/30
31/31 [==============================] - 5s 172ms/step - loss: 0.2297 - accuracy: 0.9455
Epoch 7/30
31/31 [==============================] - 5s 169ms/step - loss: 0.1695 - accuracy: 0.9556
Epoch 8/30
31/31 [==============================] - 5s 169ms/step - loss: 0.1164 - accuracy: 0.9707
Epoch 9/30
31/31 [==============================] - 5s 170ms/step - loss: 0.0772 - accuracy: 0.9798
Epoch 10/30
31/31 [==============================] - 5s 168ms/step - loss: 0.0707 - accuracy: 0.9818
Epoch 11/30
31/31 [==============================] - 5s 170ms/step - loss: 0.0860 - accuracy: 0.9758
Epoch 12/30
31/31 [==============================] - 5s 168ms/step - loss: 0.0807 - accuracy: 0.9768
Epoch 13/30
31/31 [==============================] - 5s 167ms/step - loss: 0.0706 - accuracy: 0.9859
Epoch 14/30
31/31 [==============================] - 5s 170ms/step - loss: 0.0699 - accuracy: 0.9859
Epoch 15/30
31/31 [==============================] - 5s 167ms/step - loss: 0.0618 - accuracy: 0.9798
Epoch 16/30
31/31 [==============================] - 5s 170ms/step - loss: 0.0445 - accuracy: 0.9889
Epoch 17/30
31/31 [==============================] - 5s 169ms/step - loss: 0.0472 - accuracy: 0.9879
Epoch 18/30
31/31 [==============================] - 5s 168ms/step - loss: 0.0530 - accuracy: 0.9848
Epoch 19/30
31/31 [==============================] - 5s 171ms/step - loss: 0.0395 - accuracy: 0.9909
Epoch 20/30
31/31 [==============================] - 5s 169ms/step - loss: 0.0377 - accuracy: 0.9879
Epoch 21/30
31/31 [==============================] - 5s 170ms/step - loss: 0.0324 - accuracy: 0.9919
Epoch 22/30
31/31 [==============================] - 5s 169ms/step - loss: 0.0517 - accuracy: 0.9889
Epoch 23/30
31/31 [==============================] - 5s 169ms/step - loss: 0.0239 - accuracy: 0.9919
Epoch 24/30
31/31 [==============================] - 5s 172ms/step - loss: 0.0191 - accuracy: 0.9960
Epoch 25/30
31/31 [==============================] - 5s 169ms/step - loss: 0.0220 - accuracy: 0.9939
Epoch 26/30
31/31 [==============================] - 5s 169ms/step - loss: 0.0317 - accuracy: 0.9949
Epoch 27/30
31/31 [==============================] - 5s 169ms/step - loss: 0.0224 - accuracy: 0.9970
Epoch 28/30
31/31 [==============================] - 5s 168ms/step - loss: 0.0214 - accuracy: 0.9960
Epoch 29/30
31/31 [==============================] - 5s 171ms/step - loss: 0.0341 - accuracy: 0.9919
Epoch 30/30
31/31 [==============================] - 5s 168ms/step - loss: 0.0221 - accuracy: 0.9960
Epoch 1/30
31/31 [==============================] - 7s 224ms/step - loss: 6.0426 - accuracy: 0.0031
Epoch 2/30
31/31 [==============================] - 5s 163ms/step - loss: 4.7602 - accuracy: 0.0921
Epoch 3/30
31/31 [==============================] - 5s 165ms/step - loss: 3.5783 - accuracy: 0.2477
Epoch 4/30
31/31 [==============================] - 5s 169ms/step - loss: 2.1396 - accuracy: 0.5067
Epoch 5/30
31/31 [==============================] - 5s 167ms/step - loss: 1.0380 - accuracy: 0.7390
Epoch 6/30
31/31 [==============================] - 5s 171ms/step - loss: 0.6154 - accuracy: 0.8403
Epoch 7/30
31/31 [==============================] - 5s 168ms/step - loss: 0.4473 - accuracy: 0.8802
Epoch 8/30
31/31 [==============================] - 5s 167ms/step - loss: 0.3812 - accuracy: 0.8956
Epoch 9/30
31/31 [==============================] - 5s 170ms/step - loss: 0.3245 - accuracy: 0.9069
Epoch 10/30
31/31 [==============================] - 5s 167ms/step - loss: 0.2770 - accuracy: 0.9243
Epoch 11/30
31/31 [==============================] - 5s 167ms/step - loss: 0.2293 - accuracy: 0.9386
Epoch 12/30
31/31 [==============================] - 5s 167ms/step - loss: 0.1928 - accuracy: 0.9488
Epoch 13/30
31/31 [==============================] - 5s 166ms/step - loss: 0.2116 - accuracy: 0.9509
Epoch 14/30
31/31 [==============================] - 5s 168ms/step - loss: 0.1767 - accuracy: 0.9468
Epoch 15/30
31/31 [==============================] - 5s 166ms/step - loss: 0.1377 - accuracy: 0.9580
Epoch 16/30
31/31 [==============================] - 5s 167ms/step - loss: 0.1067 - accuracy: 0.9765
Epoch 17/30
31/31 [==============================] - 5s 167ms/step - loss: 0.1050 - accuracy: 0.9744
Epoch 18/30
31/31 [==============================] - 5s 166ms/step - loss: 0.1227 - accuracy: 0.9703
Epoch 19/30
31/31 [==============================] - 5s 169ms/step - loss: 0.0869 - accuracy: 0.9713
Epoch 20/30
31/31 [==============================] - 5s 166ms/step - loss: 0.0998 - accuracy: 0.9724
Epoch 21/30
31/31 [==============================] - 5s 168ms/step - loss: 0.0705 - accuracy: 0.9775
Epoch 22/30
31/31 [==============================] - 5s 168ms/step - loss: 0.1097 - accuracy: 0.9754
Epoch 23/30
31/31 [==============================] - 5s 167ms/step - loss: 0.0799 - accuracy: 0.9765
Epoch 24/30
31/31 [==============================] - 5s 169ms/step - loss: 0.0632 - accuracy: 0.9806
Epoch 25/30
31/31 [==============================] - 5s 167ms/step - loss: 0.0938 - accuracy: 0.9662
Epoch 26/30
31/31 [==============================] - 5s 166ms/step - loss: 0.0693 - accuracy: 0.9806
Epoch 27/30
31/31 [==============================] - 5s 169ms/step - loss: 0.0871 - accuracy: 0.9785
Epoch 28/30
31/31 [==============================] - 5s 166ms/step - loss: 0.0798 - accuracy: 0.9754
Epoch 29/30
31/31 [==============================] - 5s 167ms/step - loss: 0.0828 - accuracy: 0.9806
Epoch 30/30
31/31 [==============================] - 5s 168ms/step - loss: 0.0647 - accuracy: 0.9846
Epoch 1/30
31/31 [==============================] - 7s 235ms/step - loss: 6.3448 - accuracy: 0.0203
Epoch 2/30
31/31 [==============================] - 5s 162ms/step - loss: 4.5286 - accuracy: 0.1373
Epoch 3/30
31/31 [==============================] - 5s 167ms/step - loss: 2.9418 - accuracy: 0.3571
Epoch 4/30
31/31 [==============================] - 5s 167ms/step - loss: 1.1623 - accuracy: 0.7274
Epoch 5/30
31/31 [==============================] - 5s 167ms/step - loss: 0.5810 - accuracy: 0.8545
Epoch 6/30
31/31 [==============================] - 5s 170ms/step - loss: 0.3098 - accuracy: 0.9298
Epoch 7/30
31/31 [==============================] - 5s 168ms/step - loss: 0.2185 - accuracy: 0.9400
Epoch 8/30
31/31 [==============================] - 5s 170ms/step - loss: 0.1431 - accuracy: 0.9583
Epoch 9/30
31/31 [==============================] - 5s 167ms/step - loss: 0.1527 - accuracy: 0.9583
Epoch 10/30
31/31 [==============================] - 5s 167ms/step - loss: 0.1320 - accuracy: 0.9695
Epoch 11/30
31/31 [==============================] - 5s 170ms/step - loss: 0.1010 - accuracy: 0.9705
Epoch 12/30
31/31 [==============================] - 5s 166ms/step - loss: 0.0859 - accuracy: 0.9705
Epoch 13/30
31/31 [==============================] - 5s 168ms/step - loss: 0.0799 - accuracy: 0.9797
Epoch 14/30
31/31 [==============================] - 5s 167ms/step - loss: 0.0871 - accuracy: 0.9766
Epoch 15/30
31/31 [==============================] - 5s 166ms/step - loss: 0.0896 - accuracy: 0.9776
Epoch 16/30
31/31 [==============================] - 5s 169ms/step - loss: 0.0741 - accuracy: 0.9786
Epoch 17/30
31/31 [==============================] - 5s 166ms/step - loss: 0.0747 - accuracy: 0.9766
Epoch 18/30
31/31 [==============================] - 5s 167ms/step - loss: 0.0490 - accuracy: 0.9868
Epoch 19/30
31/31 [==============================] - 5s 168ms/step - loss: 0.0697 - accuracy: 0.9827
Epoch 20/30
31/31 [==============================] - 5s 166ms/step - loss: 0.0947 - accuracy: 0.9776
Epoch 21/30
31/31 [==============================] - 5s 169ms/step - loss: 0.0538 - accuracy: 0.9807
Epoch 22/30
31/31 [==============================] - 5s 167ms/step - loss: 0.0511 - accuracy: 0.9847
Epoch 23/30
31/31 [==============================] - 5s 167ms/step - loss: 0.0493 - accuracy: 0.9858
Epoch 24/30
31/31 [==============================] - 5s 169ms/step - loss: 0.0315 - accuracy: 0.9939
Epoch 25/30
31/31 [==============================] - 5s 167ms/step - loss: 0.0564 - accuracy: 0.9837
Epoch 26/30
31/31 [==============================] - 5s 168ms/step - loss: 0.0325 - accuracy: 0.9929
Epoch 27/30
31/31 [==============================] - 5s 167ms/step - loss: 0.0395 - accuracy: 0.9878
Epoch 28/30
31/31 [==============================] - 5s 166ms/step - loss: 0.0443 - accuracy: 0.9878
Epoch 29/30
31/31 [==============================] - 5s 169ms/step - loss: 0.0156 - accuracy: 0.9949
Epoch 30/30
31/31 [==============================] - 5s 166ms/step - loss: 0.0186 - accuracy: 0.9929
Epoch 1/30
30/30 [==============================] - 5s 164ms/step - loss: 6.3533 - accuracy: 0.0085
Epoch 2/30
30/30 [==============================] - 5s 162ms/step - loss: 4.4350 - accuracy: 0.1852
Epoch 3/30
30/30 [==============================] - 5s 163ms/step - loss: 3.0838 - accuracy: 0.3651
Epoch 4/30
30/30 [==============================] - 5s 167ms/step - loss: 1.7038 - accuracy: 0.5852
Epoch 5/30
30/30 [==============================] - 5s 167ms/step - loss: 0.9180 - accuracy: 0.7767
Epoch 6/30
30/30 [==============================] - 5s 167ms/step - loss: 0.7033 - accuracy: 0.8148
Epoch 7/30
30/30 [==============================] - 5s 169ms/step - loss: 0.4725 - accuracy: 0.8720
Epoch 8/30
30/30 [==============================] - 5s 166ms/step - loss: 0.3897 - accuracy: 0.9026
Epoch 9/30
30/30 [==============================] - 5s 167ms/step - loss: 0.3248 - accuracy: 0.9217
Epoch 10/30
30/30 [==============================] - 5s 166ms/step - loss: 0.2803 - accuracy: 0.9259
Epoch 11/30
30/30 [==============================] - 5s 165ms/step - loss: 0.2364 - accuracy: 0.9333
Epoch 12/30
30/30 [==============================] - 5s 166ms/step - loss: 0.2194 - accuracy: 0.9291
Epoch 13/30
30/30 [==============================] - 5s 165ms/step - loss: 0.1879 - accuracy: 0.9481
Epoch 14/30
30/30 [==============================] - 5s 164ms/step - loss: 0.1562 - accuracy: 0.9524
Epoch 15/30
30/30 [==============================] - 5s 166ms/step - loss: 0.1607 - accuracy: 0.9556
Epoch 16/30
30/30 [==============================] - 5s 165ms/step - loss: 0.1402 - accuracy: 0.9534
Epoch 17/30
30/30 [==============================] - 5s 166ms/step - loss: 0.1543 - accuracy: 0.9556
Epoch 18/30
30/30 [==============================] - 5s 167ms/step - loss: 0.1642 - accuracy: 0.9471
Epoch 19/30
30/30 [==============================] - 5s 165ms/step - loss: 0.1041 - accuracy: 0.9661
Epoch 20/30
30/30 [==============================] - 5s 168ms/step - loss: 0.1189 - accuracy: 0.9630
Epoch 21/30
30/30 [==============================] - 5s 165ms/step - loss: 0.1058 - accuracy: 0.9757
Epoch 22/30
30/30 [==============================] - 5s 165ms/step - loss: 0.1191 - accuracy: 0.9651
Epoch 23/30
30/30 [==============================] - 5s 168ms/step - loss: 0.0932 - accuracy: 0.9735
Epoch 24/30
30/30 [==============================] - 5s 166ms/step - loss: 0.0893 - accuracy: 0.9714
Epoch 25/30
30/30 [==============================] - 5s 167ms/step - loss: 0.0640 - accuracy: 0.9841
Epoch 26/30
30/30 [==============================] - 5s 167ms/step - loss: 0.0762 - accuracy: 0.9746
Epoch 27/30
30/30 [==============================] - 5s 165ms/step - loss: 0.0784 - accuracy: 0.9788
Epoch 28/30
30/30 [==============================] - 5s 167ms/step - loss: 0.1036 - accuracy: 0.9693
Epoch 29/30
30/30 [==============================] - 5s 166ms/step - loss: 0.0669 - accuracy: 0.9799
Epoch 30/30
30/30 [==============================] - 5s 164ms/step - loss: 0.0694 - accuracy: 0.9757
Epoch 1/30
30/30 [==============================] - 7s 224ms/step - loss: 6.2828 - accuracy: 0.0169
Epoch 2/30
30/30 [==============================] - 5s 162ms/step - loss: 4.4380 - accuracy: 0.1522
Epoch 3/30
30/30 [==============================] - 5s 163ms/step - loss: 2.9299 - accuracy: 0.3753
Epoch 4/30
30/30 [==============================] - 5s 167ms/step - loss: 1.5036 - accuracy: 0.6448
Epoch 5/30
30/30 [==============================] - 5s 166ms/step - loss: 0.7926 - accuracy: 0.7970
Epoch 6/30
30/30 [==============================] - 5s 167ms/step - loss: 0.4634 - accuracy: 0.8753
Epoch 7/30
30/30 [==============================] - 5s 169ms/step - loss: 0.3744 - accuracy: 0.8996
Epoch 8/30
30/30 [==============================] - 5s 166ms/step - loss: 0.4151 - accuracy: 0.8890
Epoch 9/30
30/30 [==============================] - 5s 167ms/step - loss: 0.2767 - accuracy: 0.9175
Epoch 10/30
30/30 [==============================] - 5s 166ms/step - loss: 0.2059 - accuracy: 0.9482
Epoch 11/30
30/30 [==============================] - 5s 165ms/step - loss: 0.1745 - accuracy: 0.9471
Epoch 12/30
30/30 [==============================] - 5s 167ms/step - loss: 0.1782 - accuracy: 0.9471
Epoch 13/30
30/30 [==============================] - 5s 164ms/step - loss: 0.1399 - accuracy: 0.9672
Epoch 14/30
30/30 [==============================] - 5s 165ms/step - loss: 0.1631 - accuracy: 0.9651
Epoch 15/30
30/30 [==============================] - 5s 167ms/step - loss: 0.1158 - accuracy: 0.9672
Epoch 16/30
30/30 [==============================] - 5s 164ms/step - loss: 0.1059 - accuracy: 0.9693
Epoch 17/30
30/30 [==============================] - 5s 165ms/step - loss: 0.1061 - accuracy: 0.9693
Epoch 18/30
30/30 [==============================] - 5s 167ms/step - loss: 0.0825 - accuracy: 0.9757
Epoch 19/30
30/30 [==============================] - 5s 165ms/step - loss: 0.1074 - accuracy: 0.9746
Epoch 20/30
30/30 [==============================] - 5s 166ms/step - loss: 0.0613 - accuracy: 0.9863
Epoch 21/30
30/30 [==============================] - 5s 165ms/step - loss: 0.0715 - accuracy: 0.9810
Epoch 22/30
30/30 [==============================] - 5s 165ms/step - loss: 0.0763 - accuracy: 0.9725
Epoch 23/30
30/30 [==============================] - 5s 168ms/step - loss: 0.0823 - accuracy: 0.9789
Epoch 24/30
30/30 [==============================] - 5s 165ms/step - loss: 0.0831 - accuracy: 0.9789
Epoch 25/30
30/30 [==============================] - 5s 165ms/step - loss: 0.0946 - accuracy: 0.9725
Epoch 26/30
30/30 [==============================] - 5s 167ms/step - loss: 0.0779 - accuracy: 0.9767
Epoch 27/30
30/30 [==============================] - 5s 165ms/step - loss: 0.0874 - accuracy: 0.9841
Epoch 28/30
30/30 [==============================] - 5s 167ms/step - loss: 0.0824 - accuracy: 0.9831
Epoch 29/30
30/30 [==============================] - 5s 165ms/step - loss: 0.0549 - accuracy: 0.9831
Epoch 30/30
30/30 [==============================] - 5s 164ms/step - loss: 0.0460 - accuracy: 0.9852
Epoch 1/30
31/31 [==============================] - 7s 213ms/step - loss: 6.0861 - accuracy: 0.0154
Epoch 2/30
31/31 [==============================] - 5s 164ms/step - loss: 4.1943 - accuracy: 0.1711
Epoch 3/30
31/31 [==============================] - 5s 163ms/step - loss: 2.9723 - accuracy: 0.3504
Epoch 4/30
31/31 [==============================] - 5s 166ms/step - loss: 1.9004 - accuracy: 0.5379
Epoch 5/30
31/31 [==============================] - 5s 167ms/step - loss: 1.3026 - accuracy: 0.6537
Epoch 6/30
31/31 [==============================] - 5s 166ms/step - loss: 0.9997 - accuracy: 0.7326
Epoch 7/30
31/31 [==============================] - 5s 167ms/step - loss: 0.7164 - accuracy: 0.7941
Epoch 8/30
31/31 [==============================] - 5s 165ms/step - loss: 0.5988 - accuracy: 0.8279
Epoch 9/30
31/31 [==============================] - 5s 165ms/step - loss: 0.5413 - accuracy: 0.8484
Epoch 10/30
31/31 [==============================] - 5s 167ms/step - loss: 0.4851 - accuracy: 0.8514
Epoch 11/30
31/31 [==============================] - 5s 164ms/step - loss: 0.3835 - accuracy: 0.8914
Epoch 12/30
31/31 [==============================] - 5s 166ms/step - loss: 0.4050 - accuracy: 0.8945
Epoch 13/30
31/31 [==============================] - 5s 165ms/step - loss: 0.3514 - accuracy: 0.9006
Epoch 14/30
31/31 [==============================] - 5s 164ms/step - loss: 0.3520 - accuracy: 0.8975
Epoch 15/30
31/31 [==============================] - 5s 167ms/step - loss: 0.3055 - accuracy: 0.9109
Epoch 16/30
31/31 [==============================] - 5s 164ms/step - loss: 0.2705 - accuracy: 0.9262
Epoch 17/30
31/31 [==============================] - 5s 165ms/step - loss: 0.2484 - accuracy: 0.9232
Epoch 18/30
31/31 [==============================] - 5s 166ms/step - loss: 0.2385 - accuracy: 0.9334
Epoch 19/30
31/31 [==============================] - 5s 165ms/step - loss: 0.1583 - accuracy: 0.9457
Epoch 20/30
31/31 [==============================] - 5s 167ms/step - loss: 0.2575 - accuracy: 0.9293
Epoch 21/30
31/31 [==============================] - 5s 165ms/step - loss: 0.2171 - accuracy: 0.9365
Epoch 22/30
31/31 [==============================] - 5s 165ms/step - loss: 0.1669 - accuracy: 0.9498
Epoch 23/30
31/31 [==============================] - 5s 167ms/step - loss: 0.2293 - accuracy: 0.9365
Epoch 24/30
31/31 [==============================] - 5s 164ms/step - loss: 0.1688 - accuracy: 0.9508
Epoch 25/30
31/31 [==============================] - 5s 167ms/step - loss: 0.1811 - accuracy: 0.9447
Epoch 26/30
31/31 [==============================] - 5s 165ms/step - loss: 0.1662 - accuracy: 0.9611
Epoch 27/30
31/31 [==============================] - 5s 165ms/step - loss: 0.1405 - accuracy: 0.9600
Epoch 28/30
31/31 [==============================] - 5s 167ms/step - loss: 0.1756 - accuracy: 0.9498
Epoch 29/30
31/31 [==============================] - 5s 164ms/step - loss: 0.1171 - accuracy: 0.9682
Epoch 30/30
31/31 [==============================] - 5s 165ms/step - loss: 0.1242 - accuracy: 0.9652
Epoch 1/30
4/4 [==============================] - 3s 1000ms/step - loss: 9.0309 - accuracy: 0.0242
Epoch 2/30
4/4 [==============================] - 1s 161ms/step - loss: 5.0824 - accuracy: 0.1613
Epoch 3/30
4/4 [==============================] - 1s 161ms/step - loss: 3.0297 - accuracy: 0.3387
Epoch 4/30
4/4 [==============================] - 1s 161ms/step - loss: 2.1420 - accuracy: 0.5081
Epoch 5/30
4/4 [==============================] - 1s 160ms/step - loss: 1.2979 - accuracy: 0.7339
Epoch 6/30
4/4 [==============================] - 1s 159ms/step - loss: 1.0114 - accuracy: 0.7742
Epoch 7/30
4/4 [==============================] - 1s 163ms/step - loss: 0.8866 - accuracy: 0.7742
Epoch 8/30
4/4 [==============================] - 1s 160ms/step - loss: 0.7039 - accuracy: 0.8145
Epoch 9/30
4/4 [==============================] - 1s 161ms/step - loss: 0.5687 - accuracy: 0.8387
Epoch 10/30
4/4 [==============================] - 1s 160ms/step - loss: 0.5223 - accuracy: 0.8548
Epoch 11/30
4/4 [==============================] - 1s 160ms/step - loss: 0.4369 - accuracy: 0.8710
Epoch 12/30
4/4 [==============================] - 1s 159ms/step - loss: 0.4159 - accuracy: 0.8468
Epoch 13/30
4/4 [==============================] - 1s 162ms/step - loss: 0.2505 - accuracy: 0.9113
Epoch 14/30
4/4 [==============================] - 1s 161ms/step - loss: 0.2338 - accuracy: 0.9194
Epoch 15/30
4/4 [==============================] - 1s 169ms/step - loss: 0.3291 - accuracy: 0.8790
Epoch 16/30
4/4 [==============================] - 1s 166ms/step - loss: 0.3428 - accuracy: 0.9032
Epoch 17/30
4/4 [==============================] - 1s 169ms/step - loss: 0.2716 - accuracy: 0.9194
Epoch 18/30
4/4 [==============================] - 1s 168ms/step - loss: 0.2573 - accuracy: 0.9194
Epoch 19/30
4/4 [==============================] - 1s 167ms/step - loss: 0.3282 - accuracy: 0.8871
Epoch 20/30
4/4 [==============================] - 1s 162ms/step - loss: 0.2268 - accuracy: 0.9355
Epoch 21/30
4/4 [==============================] - 1s 161ms/step - loss: 0.3058 - accuracy: 0.8952
Epoch 22/30
4/4 [==============================] - 1s 164ms/step - loss: 0.1809 - accuracy: 0.9677
Epoch 23/30
4/4 [==============================] - 1s 162ms/step - loss: 0.2378 - accuracy: 0.9355
Epoch 24/30
4/4 [==============================] - 1s 161ms/step - loss: 0.2052 - accuracy: 0.9194
Epoch 25/30
4/4 [==============================] - 1s 163ms/step - loss: 0.2004 - accuracy: 0.9435
Epoch 26/30
4/4 [==============================] - 1s 163ms/step - loss: 0.2016 - accuracy: 0.9274
Epoch 27/30
4/4 [==============================] - 1s 161ms/step - loss: 0.2869 - accuracy: 0.9113
Epoch 28/30
4/4 [==============================] - 1s 161ms/step - loss: 0.2684 - accuracy: 0.9113
Epoch 29/30
4/4 [==============================] - 1s 162ms/step - loss: 0.1000 - accuracy: 0.9597
Epoch 30/30
4/4 [==============================] - 1s 162ms/step - loss: 0.0743 - accuracy: 0.9758

Not bad, seems like learning_rate of 0.0001 does the perfect job, but let's play change it a bit with the epochs.

V3 - FAIL¶

In [ ]:
# Define a function to load batch data
def load_batch_data(batch_no):
    images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
    labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
    return images_train, labels_train

# Define a simple model
model = Sequential()
model.add(Conv2D(32, (3, 3), padding='same', activation='relu', input_shape=(224, 224, 3)))
model.add(Conv2D(32, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))

model.add(Conv2D(64, (3, 3), padding='same', activation='relu'))
model.add(Conv2D(64, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))

model.add(Flatten())
model.add(Dense(512, activation='relu'))
model.add(Dropout(0.5))
model.add(Dense(196, activation='softmax')) # 196 is the number of classes

# Compile the model with a lower learning rate
model.compile(optimizer=Adam(learning_rate=0.001), loss='sparse_categorical_crossentropy', metrics=['accuracy'])

# Train the model with each batch
for batch_no in range(9):
    images_train, labels_train = load_batch_data(batch_no)
    model.fit(images_train, labels_train, epochs=35)

# Save the model
model.save('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
Epoch 1/35
31/31 [==============================] - 19s 186ms/step - loss: 5.9620 - accuracy: 0.0052
Epoch 2/35
31/31 [==============================] - 5s 152ms/step - loss: 5.2741 - accuracy: 0.0083
Epoch 3/35
31/31 [==============================] - 5s 153ms/step - loss: 5.2699 - accuracy: 0.0114
Epoch 4/35
31/31 [==============================] - 5s 156ms/step - loss: 5.2646 - accuracy: 0.0134
Epoch 5/35
31/31 [==============================] - 5s 154ms/step - loss: 5.2580 - accuracy: 0.0134
Epoch 6/35
31/31 [==============================] - 5s 155ms/step - loss: 5.2495 - accuracy: 0.0145
Epoch 7/35
31/31 [==============================] - 5s 165ms/step - loss: 5.2421 - accuracy: 0.0145
Epoch 8/35
31/31 [==============================] - 5s 154ms/step - loss: 5.2289 - accuracy: 0.0155
Epoch 9/35
31/31 [==============================] - 5s 157ms/step - loss: 5.2210 - accuracy: 0.0134
Epoch 10/35
31/31 [==============================] - 5s 157ms/step - loss: 5.2101 - accuracy: 0.0165
Epoch 11/35
31/31 [==============================] - 5s 155ms/step - loss: 5.2024 - accuracy: 0.0145
Epoch 12/35
31/31 [==============================] - 5s 159ms/step - loss: 5.1938 - accuracy: 0.0124
Epoch 13/35
31/31 [==============================] - 5s 156ms/step - loss: 5.1905 - accuracy: 0.0114
Epoch 14/35
31/31 [==============================] - 5s 155ms/step - loss: 5.1893 - accuracy: 0.0186
Epoch 15/35
31/31 [==============================] - 5s 159ms/step - loss: 5.1834 - accuracy: 0.0165
Epoch 16/35
31/31 [==============================] - 5s 155ms/step - loss: 5.1865 - accuracy: 0.0155
Epoch 17/35
31/31 [==============================] - 5s 156ms/step - loss: 5.1852 - accuracy: 0.0176
Epoch 18/35
31/31 [==============================] - 5s 156ms/step - loss: 5.1817 - accuracy: 0.0176
Epoch 19/35
31/31 [==============================] - 5s 154ms/step - loss: 5.1835 - accuracy: 0.0134
Epoch 20/35
31/31 [==============================] - 5s 154ms/step - loss: 5.1818 - accuracy: 0.0155
Epoch 21/35
31/31 [==============================] - 5s 156ms/step - loss: 5.1830 - accuracy: 0.0124
Epoch 22/35
31/31 [==============================] - 5s 153ms/step - loss: 5.1793 - accuracy: 0.0145
Epoch 23/35
31/31 [==============================] - 5s 154ms/step - loss: 5.1808 - accuracy: 0.0124
Epoch 24/35
31/31 [==============================] - 5s 154ms/step - loss: 5.1822 - accuracy: 0.0124
Epoch 25/35
31/31 [==============================] - 5s 152ms/step - loss: 5.1798 - accuracy: 0.0103
Epoch 26/35
31/31 [==============================] - 5s 155ms/step - loss: 5.1798 - accuracy: 0.0134
Epoch 27/35
31/31 [==============================] - 5s 153ms/step - loss: 5.1807 - accuracy: 0.0145
Epoch 28/35
31/31 [==============================] - 5s 153ms/step - loss: 5.1836 - accuracy: 0.0145
Epoch 29/35
31/31 [==============================] - 5s 154ms/step - loss: 5.1809 - accuracy: 0.0103
Epoch 30/35
31/31 [==============================] - 5s 153ms/step - loss: 5.1813 - accuracy: 0.0165
Epoch 31/35
31/31 [==============================] - 5s 153ms/step - loss: 5.1804 - accuracy: 0.0145
Epoch 32/35
31/31 [==============================] - 5s 155ms/step - loss: 5.1759 - accuracy: 0.0186
Epoch 33/35
31/31 [==============================] - 5s 153ms/step - loss: 5.1796 - accuracy: 0.0165
Epoch 34/35
31/31 [==============================] - 5s 154ms/step - loss: 5.1612 - accuracy: 0.0134
Epoch 35/35
31/31 [==============================] - 5s 156ms/step - loss: 4.9772 - accuracy: 0.0352
Epoch 1/35
29/29 [==============================] - 7s 255ms/step - loss: 5.3910 - accuracy: 0.0011
Epoch 2/35
29/29 [==============================] - 5s 159ms/step - loss: 5.3251 - accuracy: 0.0043
Epoch 3/35
29/29 [==============================] - 5s 160ms/step - loss: 5.2660 - accuracy: 0.0043
Epoch 4/35
29/29 [==============================] - 5s 163ms/step - loss: 5.2299 - accuracy: 0.0054
Epoch 5/35
29/29 [==============================] - 5s 161ms/step - loss: 5.2064 - accuracy: 0.0140
Epoch 6/35
29/29 [==============================] - 5s 163ms/step - loss: 5.1940 - accuracy: 0.0097
Epoch 7/35
29/29 [==============================] - 5s 164ms/step - loss: 5.1982 - accuracy: 0.0097
Epoch 8/35
29/29 [==============================] - 5s 160ms/step - loss: 5.1987 - accuracy: 0.0129
Epoch 9/35
29/29 [==============================] - 5s 162ms/step - loss: 5.1890 - accuracy: 0.0097
Epoch 10/35
29/29 [==============================] - 5s 162ms/step - loss: 5.1925 - accuracy: 0.0108
Epoch 11/35
29/29 [==============================] - 5s 160ms/step - loss: 5.1896 - accuracy: 0.0076
Epoch 12/35
29/29 [==============================] - 5s 162ms/step - loss: 5.1866 - accuracy: 0.0119
Epoch 13/35
29/29 [==============================] - 5s 160ms/step - loss: 5.1910 - accuracy: 0.0108
Epoch 14/35
29/29 [==============================] - 5s 158ms/step - loss: 5.1808 - accuracy: 0.0108
Epoch 15/35
29/29 [==============================] - 5s 161ms/step - loss: 5.1740 - accuracy: 0.0065
Epoch 16/35
29/29 [==============================] - 5s 158ms/step - loss: 5.1805 - accuracy: 0.0140
Epoch 17/35
29/29 [==============================] - 5s 159ms/step - loss: 5.1812 - accuracy: 0.0140
Epoch 18/35
29/29 [==============================] - 5s 160ms/step - loss: 5.1885 - accuracy: 0.0173
Epoch 19/35
29/29 [==============================] - 5s 159ms/step - loss: 5.1784 - accuracy: 0.0065
Epoch 20/35
29/29 [==============================] - 5s 159ms/step - loss: 5.1852 - accuracy: 0.0108
Epoch 21/35
29/29 [==============================] - 5s 161ms/step - loss: 5.1860 - accuracy: 0.0129
Epoch 22/35
29/29 [==============================] - 5s 159ms/step - loss: 5.1775 - accuracy: 0.0119
Epoch 23/35
29/29 [==============================] - 5s 159ms/step - loss: 5.1743 - accuracy: 0.0086
Epoch 24/35
29/29 [==============================] - 5s 162ms/step - loss: 5.1814 - accuracy: 0.0108
Epoch 25/35
29/29 [==============================] - 5s 159ms/step - loss: 5.1801 - accuracy: 0.0129
Epoch 26/35
29/29 [==============================] - 5s 159ms/step - loss: 5.1776 - accuracy: 0.0076
Epoch 27/35
29/29 [==============================] - 5s 163ms/step - loss: 5.1601 - accuracy: 0.0151
Epoch 28/35
29/29 [==============================] - 5s 158ms/step - loss: 4.9329 - accuracy: 0.0529
Epoch 29/35
29/29 [==============================] - 5s 159ms/step - loss: 3.6457 - accuracy: 0.2848
Epoch 30/35
29/29 [==============================] - 5s 163ms/step - loss: 1.8292 - accuracy: 0.6224
Epoch 31/35
29/29 [==============================] - 5s 159ms/step - loss: 0.8804 - accuracy: 0.8069
Epoch 32/35
29/29 [==============================] - 5s 160ms/step - loss: 0.3749 - accuracy: 0.9223
Epoch 33/35
29/29 [==============================] - 5s 162ms/step - loss: 0.2776 - accuracy: 0.9461
Epoch 34/35
29/29 [==============================] - 5s 159ms/step - loss: 0.1512 - accuracy: 0.9655
Epoch 35/35
29/29 [==============================] - 5s 159ms/step - loss: 0.1024 - accuracy: 0.9806
Epoch 1/35
31/31 [==============================] - 8s 244ms/step - loss: 5.9833 - accuracy: 0.0051
Epoch 2/35
31/31 [==============================] - 5s 161ms/step - loss: 5.3154 - accuracy: 0.0071
Epoch 3/35
31/31 [==============================] - 5s 161ms/step - loss: 5.2675 - accuracy: 0.0081
Epoch 4/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2364 - accuracy: 0.0071
Epoch 5/35
31/31 [==============================] - 5s 164ms/step - loss: 5.2291 - accuracy: 0.0101
Epoch 6/35
31/31 [==============================] - 5s 161ms/step - loss: 5.2236 - accuracy: 0.0061
Epoch 7/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2145 - accuracy: 0.0071
Epoch 8/35
31/31 [==============================] - 5s 163ms/step - loss: 5.2140 - accuracy: 0.0091
Epoch 9/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2070 - accuracy: 0.0091
Epoch 10/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2027 - accuracy: 0.0131
Epoch 11/35
31/31 [==============================] - 5s 161ms/step - loss: 5.1993 - accuracy: 0.0040
Epoch 12/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2149 - accuracy: 0.0071
Epoch 13/35
31/31 [==============================] - 5s 161ms/step - loss: 5.2020 - accuracy: 0.0101
Epoch 14/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2018 - accuracy: 0.0131
Epoch 15/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2146 - accuracy: 0.0051
Epoch 16/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2092 - accuracy: 0.0081
Epoch 17/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2021 - accuracy: 0.0131
Epoch 18/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2021 - accuracy: 0.0081
Epoch 19/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2055 - accuracy: 0.0081
Epoch 20/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2104 - accuracy: 0.0101
Epoch 21/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2063 - accuracy: 0.0071
Epoch 22/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2070 - accuracy: 0.0091
Epoch 23/35
31/31 [==============================] - 5s 158ms/step - loss: 5.1972 - accuracy: 0.0152
Epoch 24/35
31/31 [==============================] - 5s 161ms/step - loss: 5.1990 - accuracy: 0.0111
Epoch 25/35
31/31 [==============================] - 5s 159ms/step - loss: 5.1936 - accuracy: 0.0141
Epoch 26/35
31/31 [==============================] - 5s 159ms/step - loss: 5.1962 - accuracy: 0.0111
Epoch 27/35
31/31 [==============================] - 5s 162ms/step - loss: 5.2041 - accuracy: 0.0091
Epoch 28/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2046 - accuracy: 0.0091
Epoch 29/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2085 - accuracy: 0.0061
Epoch 30/35
31/31 [==============================] - 5s 161ms/step - loss: 5.2031 - accuracy: 0.0051
Epoch 31/35
31/31 [==============================] - 5s 158ms/step - loss: 5.1971 - accuracy: 0.0101
Epoch 32/35
31/31 [==============================] - 5s 161ms/step - loss: 5.2055 - accuracy: 0.0131
Epoch 33/35
31/31 [==============================] - 5s 160ms/step - loss: 5.1972 - accuracy: 0.0081
Epoch 34/35
31/31 [==============================] - 5s 158ms/step - loss: 5.1987 - accuracy: 0.0051
Epoch 35/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2012 - accuracy: 0.0091
Epoch 1/35
31/31 [==============================] - 7s 213ms/step - loss: 5.3805 - accuracy: 0.0061
Epoch 2/35
31/31 [==============================] - 5s 157ms/step - loss: 5.3318 - accuracy: 0.0061
Epoch 3/35
31/31 [==============================] - 5s 157ms/step - loss: 5.3031 - accuracy: 0.0041
Epoch 4/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2813 - accuracy: 0.0061
Epoch 5/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2736 - accuracy: 0.0102
Epoch 6/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2662 - accuracy: 0.0082
Epoch 7/35
31/31 [==============================] - 5s 161ms/step - loss: 5.2539 - accuracy: 0.0072
Epoch 8/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2554 - accuracy: 0.0082
Epoch 9/35
31/31 [==============================] - 5s 161ms/step - loss: 5.2437 - accuracy: 0.0072
Epoch 10/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2380 - accuracy: 0.0143
Epoch 11/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2334 - accuracy: 0.0051
Epoch 12/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2289 - accuracy: 0.0123
Epoch 13/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2239 - accuracy: 0.0102
Epoch 14/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2215 - accuracy: 0.0133
Epoch 15/35
31/31 [==============================] - 5s 157ms/step - loss: 5.2166 - accuracy: 0.0143
Epoch 16/35
31/31 [==============================] - 5s 157ms/step - loss: 5.2133 - accuracy: 0.0113
Epoch 17/35
31/31 [==============================] - 5s 160ms/step - loss: 5.1999 - accuracy: 0.0113
Epoch 18/35
31/31 [==============================] - 5s 156ms/step - loss: 5.2026 - accuracy: 0.0123
Epoch 19/35
31/31 [==============================] - 5s 156ms/step - loss: 5.2000 - accuracy: 0.0113
Epoch 20/35
31/31 [==============================] - 5s 158ms/step - loss: 5.1985 - accuracy: 0.0143
Epoch 21/35
31/31 [==============================] - 5s 157ms/step - loss: 5.1929 - accuracy: 0.0133
Epoch 22/35
31/31 [==============================] - 5s 158ms/step - loss: 5.1923 - accuracy: 0.0102
Epoch 23/35
31/31 [==============================] - 5s 157ms/step - loss: 5.1911 - accuracy: 0.0143
Epoch 24/35
31/31 [==============================] - 5s 157ms/step - loss: 5.1916 - accuracy: 0.0143
Epoch 25/35
31/31 [==============================] - 5s 159ms/step - loss: 5.1871 - accuracy: 0.0113
Epoch 26/35
31/31 [==============================] - 5s 157ms/step - loss: 5.1871 - accuracy: 0.0123
Epoch 27/35
31/31 [==============================] - 5s 160ms/step - loss: 5.1869 - accuracy: 0.0082
Epoch 28/35
31/31 [==============================] - 5s 159ms/step - loss: 5.1813 - accuracy: 0.0102
Epoch 29/35
31/31 [==============================] - 5s 157ms/step - loss: 5.1870 - accuracy: 0.0092
Epoch 30/35
31/31 [==============================] - 5s 160ms/step - loss: 5.1832 - accuracy: 0.0113
Epoch 31/35
31/31 [==============================] - 5s 157ms/step - loss: 5.1755 - accuracy: 0.0133
Epoch 32/35
31/31 [==============================] - 5s 158ms/step - loss: 5.1887 - accuracy: 0.0072
Epoch 33/35
31/31 [==============================] - 5s 159ms/step - loss: 5.1826 - accuracy: 0.0154
Epoch 34/35
31/31 [==============================] - 5s 157ms/step - loss: 5.1831 - accuracy: 0.0143
Epoch 35/35
31/31 [==============================] - 5s 159ms/step - loss: 5.1810 - accuracy: 0.0133
Epoch 1/35
31/31 [==============================] - 7s 226ms/step - loss: 5.3695 - accuracy: 0.0010
Epoch 2/35
31/31 [==============================] - 5s 159ms/step - loss: 5.3376 - accuracy: 0.0061
Epoch 3/35
31/31 [==============================] - 5s 159ms/step - loss: 5.3121 - accuracy: 0.0051
Epoch 4/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2931 - accuracy: 0.0041
Epoch 5/35
31/31 [==============================] - 5s 162ms/step - loss: 5.2774 - accuracy: 0.0051
Epoch 6/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2784 - accuracy: 0.0081
Epoch 7/35
31/31 [==============================] - 5s 162ms/step - loss: 5.2707 - accuracy: 0.0081
Epoch 8/35
31/31 [==============================] - 5s 161ms/step - loss: 5.2638 - accuracy: 0.0061
Epoch 9/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2612 - accuracy: 0.0092
Epoch 10/35
31/31 [==============================] - 5s 161ms/step - loss: 5.2551 - accuracy: 0.0061
Epoch 11/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2535 - accuracy: 0.0092
Epoch 12/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2513 - accuracy: 0.0132
Epoch 13/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2459 - accuracy: 0.0081
Epoch 14/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2423 - accuracy: 0.0142
Epoch 15/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2385 - accuracy: 0.0092
Epoch 16/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2354 - accuracy: 0.0081
Epoch 17/35
31/31 [==============================] - 5s 157ms/step - loss: 5.2298 - accuracy: 0.0122
Epoch 18/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2290 - accuracy: 0.0071
Epoch 19/35
31/31 [==============================] - 5s 157ms/step - loss: 5.2272 - accuracy: 0.0153
Epoch 20/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2231 - accuracy: 0.0122
Epoch 21/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2224 - accuracy: 0.0071
Epoch 22/35
31/31 [==============================] - 5s 157ms/step - loss: 5.2179 - accuracy: 0.0081
Epoch 23/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2194 - accuracy: 0.0081
Epoch 24/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2164 - accuracy: 0.0142
Epoch 25/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2137 - accuracy: 0.0102
Epoch 26/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2087 - accuracy: 0.0112
Epoch 27/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2054 - accuracy: 0.0092
Epoch 28/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2117 - accuracy: 0.0092
Epoch 29/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2072 - accuracy: 0.0081
Epoch 30/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2072 - accuracy: 0.0132
Epoch 31/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2077 - accuracy: 0.0132
Epoch 32/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2064 - accuracy: 0.0061
Epoch 33/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2046 - accuracy: 0.0122
Epoch 34/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2039 - accuracy: 0.0092
Epoch 35/35
31/31 [==============================] - 5s 158ms/step - loss: 5.1969 - accuracy: 0.0122
Epoch 1/35
30/30 [==============================] - 5s 156ms/step - loss: 5.3546 - accuracy: 0.0021
Epoch 2/35
30/30 [==============================] - 5s 158ms/step - loss: 5.3213 - accuracy: 0.0063
Epoch 3/35
30/30 [==============================] - 5s 157ms/step - loss: 5.3064 - accuracy: 0.0095
Epoch 4/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2910 - accuracy: 0.0085
Epoch 5/35
30/30 [==============================] - 5s 161ms/step - loss: 5.2824 - accuracy: 0.0032
Epoch 6/35
30/30 [==============================] - 5s 159ms/step - loss: 5.2754 - accuracy: 0.0053
Epoch 7/35
30/30 [==============================] - 5s 161ms/step - loss: 5.2732 - accuracy: 0.0074
Epoch 8/35
30/30 [==============================] - 5s 160ms/step - loss: 5.2629 - accuracy: 0.0074
Epoch 9/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2581 - accuracy: 0.0085
Epoch 10/35
30/30 [==============================] - 5s 160ms/step - loss: 5.2552 - accuracy: 0.0095
Epoch 11/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2528 - accuracy: 0.0106
Epoch 12/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2479 - accuracy: 0.0138
Epoch 13/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2430 - accuracy: 0.0127
Epoch 14/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2403 - accuracy: 0.0085
Epoch 15/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2348 - accuracy: 0.0085
Epoch 16/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2315 - accuracy: 0.0127
Epoch 17/35
30/30 [==============================] - 5s 156ms/step - loss: 5.2275 - accuracy: 0.0116
Epoch 18/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2251 - accuracy: 0.0159
Epoch 19/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2229 - accuracy: 0.0085
Epoch 20/35
30/30 [==============================] - 5s 156ms/step - loss: 5.2199 - accuracy: 0.0085
Epoch 21/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2158 - accuracy: 0.0085
Epoch 22/35
30/30 [==============================] - 5s 156ms/step - loss: 5.2176 - accuracy: 0.0074
Epoch 23/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2199 - accuracy: 0.0095
Epoch 24/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2075 - accuracy: 0.0127
Epoch 25/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2076 - accuracy: 0.0095
Epoch 26/35
30/30 [==============================] - 5s 159ms/step - loss: 5.2127 - accuracy: 0.0138
Epoch 27/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2025 - accuracy: 0.0095
Epoch 28/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2064 - accuracy: 0.0138
Epoch 29/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2011 - accuracy: 0.0063
Epoch 30/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2038 - accuracy: 0.0127
Epoch 31/35
30/30 [==============================] - 5s 158ms/step - loss: 5.1961 - accuracy: 0.0127
Epoch 32/35
30/30 [==============================] - 5s 158ms/step - loss: 5.1987 - accuracy: 0.0116
Epoch 33/35
30/30 [==============================] - 5s 157ms/step - loss: 5.1967 - accuracy: 0.0148
Epoch 34/35
30/30 [==============================] - 5s 159ms/step - loss: 5.1995 - accuracy: 0.0116
Epoch 35/35
30/30 [==============================] - 5s 157ms/step - loss: 5.1995 - accuracy: 0.0095
Epoch 1/35
30/30 [==============================] - 7s 218ms/step - loss: 5.3659 - accuracy: 0.0042
Epoch 2/35
30/30 [==============================] - 5s 158ms/step - loss: 5.3340 - accuracy: 0.0053
Epoch 3/35
30/30 [==============================] - 5s 159ms/step - loss: 5.3138 - accuracy: 0.0095
Epoch 4/35
30/30 [==============================] - 5s 159ms/step - loss: 5.2997 - accuracy: 0.0074
Epoch 5/35
30/30 [==============================] - 5s 159ms/step - loss: 5.2897 - accuracy: 0.0106
Epoch 6/35
30/30 [==============================] - 5s 161ms/step - loss: 5.2825 - accuracy: 0.0106
Epoch 7/35
30/30 [==============================] - 5s 159ms/step - loss: 5.2782 - accuracy: 0.0106
Epoch 8/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2745 - accuracy: 0.0106
Epoch 9/35
30/30 [==============================] - 5s 159ms/step - loss: 5.2687 - accuracy: 0.0106
Epoch 10/35
30/30 [==============================] - 5s 159ms/step - loss: 5.2669 - accuracy: 0.0106
Epoch 11/35
30/30 [==============================] - 5s 159ms/step - loss: 5.2652 - accuracy: 0.0106
Epoch 12/35
30/30 [==============================] - 5s 160ms/step - loss: 5.2600 - accuracy: 0.0106
Epoch 13/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2554 - accuracy: 0.0106
Epoch 14/35
30/30 [==============================] - 5s 160ms/step - loss: 5.2569 - accuracy: 0.0106
Epoch 15/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2522 - accuracy: 0.0106
Epoch 16/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2497 - accuracy: 0.0106
Epoch 17/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2485 - accuracy: 0.0106
Epoch 18/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2439 - accuracy: 0.0106
Epoch 19/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2413 - accuracy: 0.0106
Epoch 20/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2398 - accuracy: 0.0106
Epoch 21/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2368 - accuracy: 0.0106
Epoch 22/35
30/30 [==============================] - 5s 159ms/step - loss: 5.2358 - accuracy: 0.0106
Epoch 23/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2308 - accuracy: 0.0106
Epoch 24/35
30/30 [==============================] - 5s 156ms/step - loss: 5.2324 - accuracy: 0.0106
Epoch 25/35
30/30 [==============================] - 5s 159ms/step - loss: 5.2275 - accuracy: 0.0106
Epoch 26/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2253 - accuracy: 0.0106
Epoch 27/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2230 - accuracy: 0.0106
Epoch 28/35
30/30 [==============================] - 5s 159ms/step - loss: 5.2206 - accuracy: 0.0106
Epoch 29/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2180 - accuracy: 0.0106
Epoch 30/35
30/30 [==============================] - 5s 160ms/step - loss: 5.2145 - accuracy: 0.0106
Epoch 31/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2160 - accuracy: 0.0106
Epoch 32/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2138 - accuracy: 0.0106
Epoch 33/35
30/30 [==============================] - 5s 160ms/step - loss: 5.2113 - accuracy: 0.0106
Epoch 34/35
30/30 [==============================] - 5s 158ms/step - loss: 5.2098 - accuracy: 0.0106
Epoch 35/35
30/30 [==============================] - 5s 157ms/step - loss: 5.2066 - accuracy: 0.0106
Epoch 1/35
31/31 [==============================] - 7s 211ms/step - loss: 5.3604 - accuracy: 0.0051
Epoch 2/35
31/31 [==============================] - 5s 156ms/step - loss: 5.3387 - accuracy: 0.0051
Epoch 3/35
31/31 [==============================] - 5s 157ms/step - loss: 5.3206 - accuracy: 0.0051
Epoch 4/35
31/31 [==============================] - 5s 161ms/step - loss: 5.3112 - accuracy: 0.0051
Epoch 5/35
31/31 [==============================] - 5s 159ms/step - loss: 5.3028 - accuracy: 0.0051
Epoch 6/35
31/31 [==============================] - 5s 161ms/step - loss: 5.2966 - accuracy: 0.0051
Epoch 7/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2923 - accuracy: 0.0051
Epoch 8/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2865 - accuracy: 0.0051
Epoch 9/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2833 - accuracy: 0.0051
Epoch 10/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2795 - accuracy: 0.0051
Epoch 11/35
31/31 [==============================] - 5s 160ms/step - loss: 5.2758 - accuracy: 0.0051
Epoch 12/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2717 - accuracy: 0.0051
Epoch 13/35
31/31 [==============================] - 5s 156ms/step - loss: 5.2694 - accuracy: 0.0051
Epoch 14/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2674 - accuracy: 0.0051
Epoch 15/35
31/31 [==============================] - 5s 157ms/step - loss: 5.2646 - accuracy: 0.0051
Epoch 16/35
31/31 [==============================] - 5s 156ms/step - loss: 5.2611 - accuracy: 0.0051
Epoch 17/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2590 - accuracy: 0.0051
Epoch 18/35
31/31 [==============================] - 5s 156ms/step - loss: 5.2574 - accuracy: 0.0051
Epoch 19/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2564 - accuracy: 0.0051
Epoch 20/35
31/31 [==============================] - 5s 156ms/step - loss: 5.2529 - accuracy: 0.0041
Epoch 21/35
31/31 [==============================] - 5s 157ms/step - loss: 5.2502 - accuracy: 0.0051
Epoch 22/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2489 - accuracy: 0.0051
Epoch 23/35
31/31 [==============================] - 5s 156ms/step - loss: 5.2480 - accuracy: 0.0061
Epoch 24/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2444 - accuracy: 0.0061
Epoch 25/35
31/31 [==============================] - 5s 157ms/step - loss: 5.2431 - accuracy: 0.0051
Epoch 26/35
31/31 [==============================] - 5s 157ms/step - loss: 5.2406 - accuracy: 0.0061
Epoch 27/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2387 - accuracy: 0.0051
Epoch 28/35
31/31 [==============================] - 5s 157ms/step - loss: 5.2368 - accuracy: 0.0102
Epoch 29/35
31/31 [==============================] - 5s 157ms/step - loss: 5.2345 - accuracy: 0.0082
Epoch 30/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2340 - accuracy: 0.0082
Epoch 31/35
31/31 [==============================] - 5s 157ms/step - loss: 5.2314 - accuracy: 0.0072
Epoch 32/35
31/31 [==============================] - 5s 159ms/step - loss: 5.2267 - accuracy: 0.0092
Epoch 33/35
31/31 [==============================] - 5s 157ms/step - loss: 5.2269 - accuracy: 0.0102
Epoch 34/35
31/31 [==============================] - 5s 156ms/step - loss: 5.2231 - accuracy: 0.0082
Epoch 35/35
31/31 [==============================] - 5s 158ms/step - loss: 5.2207 - accuracy: 0.0143
Epoch 1/35
4/4 [==============================] - 3s 977ms/step - loss: 5.2984 - accuracy: 0.0161
Epoch 2/35
4/4 [==============================] - 1s 156ms/step - loss: 5.2987 - accuracy: 0.0081
Epoch 3/35
4/4 [==============================] - 1s 152ms/step - loss: 5.2934 - accuracy: 0.0242
Epoch 4/35
4/4 [==============================] - 1s 154ms/step - loss: 5.2971 - accuracy: 0.0081
Epoch 5/35
4/4 [==============================] - 1s 154ms/step - loss: 5.2855 - accuracy: 0.0081
Epoch 6/35
4/4 [==============================] - 1s 154ms/step - loss: 5.2796 - accuracy: 0.0081
Epoch 7/35
4/4 [==============================] - 1s 153ms/step - loss: 5.2834 - accuracy: 0.0081
Epoch 8/35
4/4 [==============================] - 1s 152ms/step - loss: 5.2799 - accuracy: 0.0081
Epoch 9/35
4/4 [==============================] - 1s 155ms/step - loss: 5.2702 - accuracy: 0.0081
Epoch 10/35
4/4 [==============================] - 1s 154ms/step - loss: 5.2637 - accuracy: 0.0242
Epoch 11/35
4/4 [==============================] - 1s 158ms/step - loss: 5.2689 - accuracy: 0.0081
Epoch 12/35
4/4 [==============================] - 1s 155ms/step - loss: 5.2611 - accuracy: 0.0161
Epoch 13/35
4/4 [==============================] - 1s 156ms/step - loss: 5.2555 - accuracy: 0.0161
Epoch 14/35
4/4 [==============================] - 1s 155ms/step - loss: 5.2553 - accuracy: 0.0081
Epoch 15/35
4/4 [==============================] - 1s 155ms/step - loss: 5.2562 - accuracy: 0.0161
Epoch 16/35
4/4 [==============================] - 1s 153ms/step - loss: 5.2480 - accuracy: 0.0081
Epoch 17/35
4/4 [==============================] - 1s 158ms/step - loss: 5.2414 - accuracy: 0.0242
Epoch 18/35
4/4 [==============================] - 1s 157ms/step - loss: 5.2419 - accuracy: 0.0161
Epoch 19/35
4/4 [==============================] - 1s 161ms/step - loss: 5.2326 - accuracy: 0.0000e+00
Epoch 20/35
4/4 [==============================] - 1s 158ms/step - loss: 5.2344 - accuracy: 0.0403
Epoch 21/35
4/4 [==============================] - 1s 162ms/step - loss: 5.2256 - accuracy: 0.0242
Epoch 22/35
4/4 [==============================] - 1s 158ms/step - loss: 5.2235 - accuracy: 0.0323
Epoch 23/35
4/4 [==============================] - 1s 157ms/step - loss: 5.2122 - accuracy: 0.0323
Epoch 24/35
4/4 [==============================] - 1s 155ms/step - loss: 5.2130 - accuracy: 0.0484
Epoch 25/35
4/4 [==============================] - 1s 155ms/step - loss: 5.2118 - accuracy: 0.0323
Epoch 26/35
4/4 [==============================] - 1s 156ms/step - loss: 5.2149 - accuracy: 0.0161
Epoch 27/35
4/4 [==============================] - 1s 156ms/step - loss: 5.2105 - accuracy: 0.0161
Epoch 28/35
4/4 [==============================] - 1s 156ms/step - loss: 5.2038 - accuracy: 0.0323
Epoch 29/35
4/4 [==============================] - 1s 157ms/step - loss: 5.1933 - accuracy: 0.0081
Epoch 30/35
4/4 [==============================] - 1s 156ms/step - loss: 5.1932 - accuracy: 0.0323
Epoch 31/35
4/4 [==============================] - 1s 155ms/step - loss: 5.1937 - accuracy: 0.0403
Epoch 32/35
4/4 [==============================] - 1s 158ms/step - loss: 5.1860 - accuracy: 0.0242
Epoch 33/35
4/4 [==============================] - 1s 156ms/step - loss: 5.1752 - accuracy: 0.0403
Epoch 34/35
4/4 [==============================] - 1s 158ms/step - loss: 5.1816 - accuracy: 0.0242
Epoch 35/35
4/4 [==============================] - 1s 158ms/step - loss: 5.1677 - accuracy: 0.0323

And how you see a learning_rate of 0.001 give way lower accuracy than 0.0001.

V4 - FAIL¶

In [ ]:
# Define a function to load batch data
def load_batch_data(batch_no):
    images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
    labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
    return images_train, labels_train

# Define a simple model
model = Sequential()
model.add(Conv2D(32, (3, 3), padding='same', activation='relu', input_shape=(224, 224, 3)))
model.add(Conv2D(32, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))

model.add(Conv2D(64, (3, 3), padding='same', activation='relu'))
model.add(Conv2D(64, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))

model.add(Flatten())
model.add(Dense(512, activation='relu'))
model.add(Dropout(0.5))
model.add(Dense(196, activation='softmax')) # 196 is the number of classes

# Compile the model with a lower learning rate
model.compile(optimizer=Adam(learning_rate=0.0001), loss='sparse_categorical_crossentropy', metrics=['accuracy'])

# Train the model with each batch
for batch_no in range(9):
    images_train, labels_train = load_batch_data(batch_no)
    model.fit(images_train, labels_train, epochs=20)

# Save the model
model.save('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
Epoch 1/20
31/31 [==============================] - 8s 159ms/step - loss: 5.3389 - accuracy: 0.0072
Epoch 2/20
31/31 [==============================] - 5s 158ms/step - loss: 5.2464 - accuracy: 0.0093
Epoch 3/20
31/31 [==============================] - 5s 159ms/step - loss: 5.2147 - accuracy: 0.0072
Epoch 4/20
31/31 [==============================] - 5s 160ms/step - loss: 5.1416 - accuracy: 0.0259
Epoch 5/20
31/31 [==============================] - 5s 160ms/step - loss: 4.9827 - accuracy: 0.0445
Epoch 6/20
31/31 [==============================] - 5s 160ms/step - loss: 4.6328 - accuracy: 0.0869
Epoch 7/20
31/31 [==============================] - 5s 160ms/step - loss: 3.8317 - accuracy: 0.2058
Epoch 8/20
31/31 [==============================] - 5s 161ms/step - loss: 2.5773 - accuracy: 0.4261
Epoch 9/20
31/31 [==============================] - 5s 162ms/step - loss: 1.3858 - accuracy: 0.6856
Epoch 10/20
31/31 [==============================] - 5s 162ms/step - loss: 0.7736 - accuracy: 0.8180
Epoch 11/20
31/31 [==============================] - 5s 161ms/step - loss: 0.4084 - accuracy: 0.9049
Epoch 12/20
31/31 [==============================] - 5s 161ms/step - loss: 0.2797 - accuracy: 0.9245
Epoch 13/20
31/31 [==============================] - 5s 162ms/step - loss: 0.2311 - accuracy: 0.9462
Epoch 14/20
31/31 [==============================] - 5s 162ms/step - loss: 0.1970 - accuracy: 0.9493
Epoch 15/20
31/31 [==============================] - 5s 162ms/step - loss: 0.1555 - accuracy: 0.9638
Epoch 16/20
31/31 [==============================] - 5s 162ms/step - loss: 0.1217 - accuracy: 0.9679
Epoch 17/20
31/31 [==============================] - 5s 163ms/step - loss: 0.0932 - accuracy: 0.9752
Epoch 18/20
31/31 [==============================] - 5s 163ms/step - loss: 0.0933 - accuracy: 0.9772
Epoch 19/20
31/31 [==============================] - 5s 162ms/step - loss: 0.1000 - accuracy: 0.9762
Epoch 20/20
31/31 [==============================] - 5s 163ms/step - loss: 0.0777 - accuracy: 0.9793
Epoch 1/20
29/29 [==============================] - 5s 162ms/step - loss: 5.9037 - accuracy: 0.0108
Epoch 2/20
29/29 [==============================] - 5s 161ms/step - loss: 5.1430 - accuracy: 0.0313
Epoch 3/20
29/29 [==============================] - 5s 162ms/step - loss: 4.6289 - accuracy: 0.0787
Epoch 4/20
29/29 [==============================] - 5s 163ms/step - loss: 3.4499 - accuracy: 0.2718
Epoch 5/20
29/29 [==============================] - 5s 164ms/step - loss: 2.0134 - accuracy: 0.5458
Epoch 6/20
29/29 [==============================] - 5s 165ms/step - loss: 0.9752 - accuracy: 0.7638
Epoch 7/20
29/29 [==============================] - 5s 165ms/step - loss: 0.5303 - accuracy: 0.8641
Epoch 8/20
29/29 [==============================] - 5s 165ms/step - loss: 0.2957 - accuracy: 0.9266
Epoch 9/20
29/29 [==============================] - 5s 165ms/step - loss: 0.2606 - accuracy: 0.9331
Epoch 10/20
29/29 [==============================] - 5s 165ms/step - loss: 0.2211 - accuracy: 0.9374
Epoch 11/20
29/29 [==============================] - 5s 165ms/step - loss: 0.2114 - accuracy: 0.9482
Epoch 12/20
29/29 [==============================] - 5s 165ms/step - loss: 0.1500 - accuracy: 0.9622
Epoch 13/20
29/29 [==============================] - 5s 165ms/step - loss: 0.1192 - accuracy: 0.9730
Epoch 14/20
29/29 [==============================] - 5s 165ms/step - loss: 0.1096 - accuracy: 0.9698
Epoch 15/20
29/29 [==============================] - 5s 165ms/step - loss: 0.1226 - accuracy: 0.9622
Epoch 16/20
29/29 [==============================] - 5s 164ms/step - loss: 0.1038 - accuracy: 0.9676
Epoch 17/20
29/29 [==============================] - 5s 165ms/step - loss: 0.0809 - accuracy: 0.9817
Epoch 18/20
29/29 [==============================] - 5s 165ms/step - loss: 0.0810 - accuracy: 0.9773
Epoch 19/20
29/29 [==============================] - 5s 165ms/step - loss: 0.0951 - accuracy: 0.9666
Epoch 20/20
29/29 [==============================] - 5s 165ms/step - loss: 0.0881 - accuracy: 0.9773
Epoch 1/20
31/31 [==============================] - 5s 162ms/step - loss: 6.0220 - accuracy: 0.0091
Epoch 2/20
31/31 [==============================] - 5s 161ms/step - loss: 4.9402 - accuracy: 0.0727
Epoch 3/20
31/31 [==============================] - 5s 163ms/step - loss: 4.0726 - accuracy: 0.1768
Epoch 4/20
31/31 [==============================] - 5s 164ms/step - loss: 2.5860 - accuracy: 0.4283
Epoch 5/20
31/31 [==============================] - 5s 165ms/step - loss: 1.2613 - accuracy: 0.6778
Epoch 6/20
31/31 [==============================] - 5s 164ms/step - loss: 0.6150 - accuracy: 0.8434
Epoch 7/20
31/31 [==============================] - 5s 165ms/step - loss: 0.4057 - accuracy: 0.9061
Epoch 8/20
31/31 [==============================] - 5s 164ms/step - loss: 0.2657 - accuracy: 0.9364
Epoch 9/20
31/31 [==============================] - 5s 164ms/step - loss: 0.3219 - accuracy: 0.9172
Epoch 10/20
31/31 [==============================] - 5s 164ms/step - loss: 0.1955 - accuracy: 0.9566
Epoch 11/20
31/31 [==============================] - 5s 164ms/step - loss: 0.1779 - accuracy: 0.9475
Epoch 12/20
31/31 [==============================] - 5s 163ms/step - loss: 0.1596 - accuracy: 0.9586
Epoch 13/20
31/31 [==============================] - 5s 163ms/step - loss: 0.1380 - accuracy: 0.9657
Epoch 14/20
31/31 [==============================] - 5s 163ms/step - loss: 0.1328 - accuracy: 0.9636
Epoch 15/20
31/31 [==============================] - 5s 163ms/step - loss: 0.1245 - accuracy: 0.9626
Epoch 16/20
31/31 [==============================] - 5s 163ms/step - loss: 0.0996 - accuracy: 0.9667
Epoch 17/20
31/31 [==============================] - 5s 163ms/step - loss: 0.1096 - accuracy: 0.9727
Epoch 18/20
31/31 [==============================] - 5s 163ms/step - loss: 0.0808 - accuracy: 0.9798
Epoch 19/20
31/31 [==============================] - 5s 163ms/step - loss: 0.0817 - accuracy: 0.9758
Epoch 20/20
31/31 [==============================] - 5s 164ms/step - loss: 0.0639 - accuracy: 0.9788
Epoch 1/20
31/31 [==============================] - 5s 161ms/step - loss: 6.0055 - accuracy: 0.0143
Epoch 2/20
31/31 [==============================] - 5s 160ms/step - loss: 4.8585 - accuracy: 0.0706
Epoch 3/20
31/31 [==============================] - 5s 162ms/step - loss: 4.1058 - accuracy: 0.1474
Epoch 4/20
31/31 [==============================] - 5s 162ms/step - loss: 3.2168 - accuracy: 0.2845
Epoch 5/20
31/31 [==============================] - 5s 163ms/step - loss: 2.4883 - accuracy: 0.4043
Epoch 6/20
31/31 [==============================] - 5s 163ms/step - loss: 1.8308 - accuracy: 0.5220
Epoch 7/20
31/31 [==============================] - 5s 163ms/step - loss: 1.3804 - accuracy: 0.6387
Epoch 8/20
31/31 [==============================] - 5s 162ms/step - loss: 1.1727 - accuracy: 0.6766
Epoch 9/20
31/31 [==============================] - 5s 163ms/step - loss: 1.0230 - accuracy: 0.7124
Epoch 10/20
31/31 [==============================] - 5s 162ms/step - loss: 0.9709 - accuracy: 0.7329
Epoch 11/20
31/31 [==============================] - 5s 162ms/step - loss: 0.7841 - accuracy: 0.7605
Epoch 12/20
31/31 [==============================] - 5s 162ms/step - loss: 0.7240 - accuracy: 0.8055
Epoch 13/20
31/31 [==============================] - 5s 162ms/step - loss: 0.6820 - accuracy: 0.8076
Epoch 14/20
31/31 [==============================] - 5s 161ms/step - loss: 0.6579 - accuracy: 0.8127
Epoch 15/20
31/31 [==============================] - 5s 161ms/step - loss: 0.5635 - accuracy: 0.8301
Epoch 16/20
31/31 [==============================] - 5s 162ms/step - loss: 0.4948 - accuracy: 0.8444
Epoch 17/20
31/31 [==============================] - 5s 162ms/step - loss: 0.4683 - accuracy: 0.8649
Epoch 18/20
31/31 [==============================] - 5s 162ms/step - loss: 0.4510 - accuracy: 0.8659
Epoch 19/20
31/31 [==============================] - 5s 161ms/step - loss: 0.4062 - accuracy: 0.8782
Epoch 20/20
31/31 [==============================] - 5s 162ms/step - loss: 0.3799 - accuracy: 0.8854
Epoch 1/20
31/31 [==============================] - 5s 161ms/step - loss: 5.8522 - accuracy: 0.0071
Epoch 2/20
31/31 [==============================] - 5s 160ms/step - loss: 5.2755 - accuracy: 0.0071
Epoch 3/20
31/31 [==============================] - 5s 161ms/step - loss: 5.2759 - accuracy: 0.0071
Epoch 4/20
31/31 [==============================] - 5s 161ms/step - loss: 5.2674 - accuracy: 0.0061
Epoch 5/20
31/31 [==============================] - 5s 162ms/step - loss: 5.2605 - accuracy: 0.0051
Epoch 6/20
31/31 [==============================] - 5s 163ms/step - loss: 5.1125 - accuracy: 0.0285
Epoch 7/20
31/31 [==============================] - 5s 163ms/step - loss: 4.8156 - accuracy: 0.0468
Epoch 8/20
31/31 [==============================] - 5s 163ms/step - loss: 4.3937 - accuracy: 0.0804
Epoch 9/20
31/31 [==============================] - 5s 163ms/step - loss: 4.0246 - accuracy: 0.1150
Epoch 10/20
31/31 [==============================] - 5s 163ms/step - loss: 3.6486 - accuracy: 0.1617
Epoch 11/20
31/31 [==============================] - 5s 163ms/step - loss: 3.4311 - accuracy: 0.1923
Epoch 12/20
31/31 [==============================] - 5s 162ms/step - loss: 3.2395 - accuracy: 0.2197
Epoch 13/20
31/31 [==============================] - 5s 162ms/step - loss: 2.9965 - accuracy: 0.2665
Epoch 14/20
31/31 [==============================] - 5s 162ms/step - loss: 2.7729 - accuracy: 0.3215
Epoch 15/20
31/31 [==============================] - 5s 162ms/step - loss: 2.6637 - accuracy: 0.3347
Epoch 16/20
31/31 [==============================] - 5s 161ms/step - loss: 2.6012 - accuracy: 0.3377
Epoch 17/20
31/31 [==============================] - 5s 162ms/step - loss: 2.3560 - accuracy: 0.3998
Epoch 18/20
31/31 [==============================] - 5s 162ms/step - loss: 2.2207 - accuracy: 0.4140
Epoch 19/20
31/31 [==============================] - 5s 162ms/step - loss: 2.2385 - accuracy: 0.4252
Epoch 20/20
31/31 [==============================] - 5s 162ms/step - loss: 2.0559 - accuracy: 0.4730
Epoch 1/20
30/30 [==============================] - 5s 160ms/step - loss: 5.5448 - accuracy: 0.0106
Epoch 2/20
30/30 [==============================] - 5s 159ms/step - loss: 5.2830 - accuracy: 0.0011
Epoch 3/20
30/30 [==============================] - 5s 160ms/step - loss: 5.2835 - accuracy: 0.0021
Epoch 4/20
30/30 [==============================] - 5s 160ms/step - loss: 5.2665 - accuracy: 0.0042
Epoch 5/20
30/30 [==============================] - 5s 162ms/step - loss: 5.2554 - accuracy: 0.0053
Epoch 6/20
30/30 [==============================] - 5s 162ms/step - loss: 5.2609 - accuracy: 0.0106
Epoch 7/20
30/30 [==============================] - 5s 162ms/step - loss: 5.2116 - accuracy: 0.0116
Epoch 8/20
30/30 [==============================] - 5s 162ms/step - loss: 5.1168 - accuracy: 0.0085
Epoch 9/20
30/30 [==============================] - 5s 161ms/step - loss: 5.0021 - accuracy: 0.0148
Epoch 10/20
30/30 [==============================] - 5s 160ms/step - loss: 4.9138 - accuracy: 0.0254
Epoch 11/20
30/30 [==============================] - 5s 160ms/step - loss: 4.8404 - accuracy: 0.0381
Epoch 12/20
30/30 [==============================] - 5s 160ms/step - loss: 4.7121 - accuracy: 0.0455
Epoch 13/20
30/30 [==============================] - 5s 160ms/step - loss: 4.6185 - accuracy: 0.0561
Epoch 14/20
30/30 [==============================] - 5s 160ms/step - loss: 4.5553 - accuracy: 0.0677
Epoch 15/20
30/30 [==============================] - 5s 159ms/step - loss: 4.4795 - accuracy: 0.0878
Epoch 16/20
30/30 [==============================] - 5s 160ms/step - loss: 4.4097 - accuracy: 0.0847
Epoch 17/20
30/30 [==============================] - 5s 160ms/step - loss: 4.3237 - accuracy: 0.0878
Epoch 18/20
30/30 [==============================] - 5s 160ms/step - loss: 4.2847 - accuracy: 0.1005
Epoch 19/20
30/30 [==============================] - 5s 160ms/step - loss: 4.2752 - accuracy: 0.0899
Epoch 20/20
30/30 [==============================] - 5s 160ms/step - loss: 4.1862 - accuracy: 0.1111
Epoch 1/20
30/30 [==============================] - 5s 160ms/step - loss: 5.4081 - accuracy: 0.0042
Epoch 2/20
30/30 [==============================] - 5s 160ms/step - loss: 5.1976 - accuracy: 0.0116
Epoch 3/20
30/30 [==============================] - 5s 160ms/step - loss: 5.1572 - accuracy: 0.0106
Epoch 4/20
30/30 [==============================] - 5s 161ms/step - loss: 5.1302 - accuracy: 0.0095
Epoch 5/20
30/30 [==============================] - 5s 161ms/step - loss: 5.1360 - accuracy: 0.0106
Epoch 6/20
30/30 [==============================] - 5s 162ms/step - loss: 5.0458 - accuracy: 0.0137
Epoch 7/20
30/30 [==============================] - 5s 161ms/step - loss: 5.0134 - accuracy: 0.0275
Epoch 8/20
30/30 [==============================] - 5s 161ms/step - loss: 4.9885 - accuracy: 0.0328
Epoch 9/20
30/30 [==============================] - 5s 161ms/step - loss: 4.9287 - accuracy: 0.0338
Epoch 10/20
30/30 [==============================] - 5s 160ms/step - loss: 4.8903 - accuracy: 0.0222
Epoch 11/20
30/30 [==============================] - 5s 160ms/step - loss: 4.8451 - accuracy: 0.0412
Epoch 12/20
30/30 [==============================] - 5s 160ms/step - loss: 4.7608 - accuracy: 0.0455
Epoch 13/20
30/30 [==============================] - 5s 160ms/step - loss: 4.7638 - accuracy: 0.0539
Epoch 14/20
30/30 [==============================] - 5s 160ms/step - loss: 4.6795 - accuracy: 0.0497
Epoch 15/20
30/30 [==============================] - 5s 160ms/step - loss: 4.6420 - accuracy: 0.0581
Epoch 16/20
30/30 [==============================] - 5s 160ms/step - loss: 4.5793 - accuracy: 0.0581
Epoch 17/20
30/30 [==============================] - 5s 161ms/step - loss: 4.5462 - accuracy: 0.0655
Epoch 18/20
30/30 [==============================] - 5s 160ms/step - loss: 4.5077 - accuracy: 0.0708
Epoch 19/20
30/30 [==============================] - 5s 160ms/step - loss: 4.5394 - accuracy: 0.0634
Epoch 20/20
30/30 [==============================] - 5s 161ms/step - loss: 4.4461 - accuracy: 0.0856
Epoch 1/20
31/31 [==============================] - 5s 158ms/step - loss: 5.3385 - accuracy: 0.0061
Epoch 2/20
31/31 [==============================] - 5s 159ms/step - loss: 5.2561 - accuracy: 0.0082
Epoch 3/20
31/31 [==============================] - 5s 160ms/step - loss: 5.2448 - accuracy: 0.0051
Epoch 4/20
31/31 [==============================] - 5s 160ms/step - loss: 5.2374 - accuracy: 0.0072
Epoch 5/20
31/31 [==============================] - 5s 161ms/step - loss: 5.2001 - accuracy: 0.0123
Epoch 6/20
31/31 [==============================] - 5s 160ms/step - loss: 5.2005 - accuracy: 0.0113
Epoch 7/20
31/31 [==============================] - 5s 160ms/step - loss: 5.1703 - accuracy: 0.0133
Epoch 8/20
31/31 [==============================] - 5s 160ms/step - loss: 5.1468 - accuracy: 0.0113
Epoch 9/20
31/31 [==============================] - 5s 160ms/step - loss: 5.1293 - accuracy: 0.0143
Epoch 10/20
31/31 [==============================] - 5s 160ms/step - loss: 5.0664 - accuracy: 0.0225
Epoch 11/20
31/31 [==============================] - 5s 160ms/step - loss: 5.0572 - accuracy: 0.0287
Epoch 12/20
31/31 [==============================] - 5s 160ms/step - loss: 5.0166 - accuracy: 0.0328
Epoch 13/20
31/31 [==============================] - 5s 160ms/step - loss: 5.0098 - accuracy: 0.0297
Epoch 14/20
31/31 [==============================] - 5s 159ms/step - loss: 5.0014 - accuracy: 0.0338
Epoch 15/20
31/31 [==============================] - 5s 160ms/step - loss: 4.9470 - accuracy: 0.0389
Epoch 16/20
31/31 [==============================] - 5s 162ms/step - loss: 4.9588 - accuracy: 0.0389
Epoch 17/20
31/31 [==============================] - 5s 160ms/step - loss: 4.9040 - accuracy: 0.0420
Epoch 18/20
31/31 [==============================] - 5s 160ms/step - loss: 4.8988 - accuracy: 0.0338
Epoch 19/20
31/31 [==============================] - 5s 161ms/step - loss: 4.8781 - accuracy: 0.0420
Epoch 20/20
31/31 [==============================] - 5s 160ms/step - loss: 4.8617 - accuracy: 0.0369
Epoch 1/20
4/4 [==============================] - 1s 155ms/step - loss: 5.2807 - accuracy: 0.0323
Epoch 2/20
4/4 [==============================] - 1s 157ms/step - loss: 5.1769 - accuracy: 0.0323
Epoch 3/20
4/4 [==============================] - 1s 159ms/step - loss: 5.0669 - accuracy: 0.0565
Epoch 4/20
4/4 [==============================] - 1s 156ms/step - loss: 5.0179 - accuracy: 0.0484
Epoch 5/20
4/4 [==============================] - 1s 156ms/step - loss: 4.9279 - accuracy: 0.0565
Epoch 6/20
4/4 [==============================] - 1s 157ms/step - loss: 4.9551 - accuracy: 0.0323
Epoch 7/20
4/4 [==============================] - 1s 157ms/step - loss: 4.9591 - accuracy: 0.0242
Epoch 8/20
4/4 [==============================] - 1s 156ms/step - loss: 4.8744 - accuracy: 0.0323
Epoch 9/20
4/4 [==============================] - 1s 159ms/step - loss: 4.8672 - accuracy: 0.0484
Epoch 10/20
4/4 [==============================] - 1s 157ms/step - loss: 4.7508 - accuracy: 0.0645
Epoch 11/20
4/4 [==============================] - 1s 156ms/step - loss: 4.8335 - accuracy: 0.0403
Epoch 12/20
4/4 [==============================] - 1s 158ms/step - loss: 4.8462 - accuracy: 0.0565
Epoch 13/20
4/4 [==============================] - 1s 157ms/step - loss: 4.9014 - accuracy: 0.0242
Epoch 14/20
4/4 [==============================] - 1s 158ms/step - loss: 4.8203 - accuracy: 0.0323
Epoch 15/20
4/4 [==============================] - 1s 156ms/step - loss: 4.6905 - accuracy: 0.0645
Epoch 16/20
4/4 [==============================] - 1s 157ms/step - loss: 4.8581 - accuracy: 0.0403
Epoch 17/20
4/4 [==============================] - 1s 158ms/step - loss: 4.8155 - accuracy: 0.0403
Epoch 18/20
4/4 [==============================] - 1s 157ms/step - loss: 4.6734 - accuracy: 0.0726
Epoch 19/20
4/4 [==============================] - 1s 159ms/step - loss: 4.7528 - accuracy: 0.0565
Epoch 20/20
4/4 [==============================] - 1s 155ms/step - loss: 4.7750 - accuracy: 0.0484

Epochs of 20 gives a pretty bad results, but if we go above 35 we see too good results, which may overfit the model. Let's keep it 30

V5 - NEARLY THERE¶

In [ ]:
# Define a function to load batch data
def load_batch_data(batch_no):
    images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
    labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
    return images_train, labels_train

# Define a simple model
model = Sequential()
model.add(Conv2D(32, (3, 3), padding='same', activation='relu', input_shape=(224, 224, 3)))
model.add(Conv2D(32, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))

model.add(Conv2D(64, (3, 3), padding='same', activation='relu'))
model.add(Conv2D(64, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))

model.add(Flatten())
model.add(Dense(512, activation='relu'))
model.add(Dropout(0.5))
model.add(Dense(196, activation='softmax')) # 196 is the number of classes

# Compile the model with a lower learning rate
model.compile(optimizer=Adam(learning_rate=0.0001), loss='sparse_categorical_crossentropy', metrics=['accuracy'])

# Train the model with each batch
for batch_no in range(9):
    images_train, labels_train = load_batch_data(batch_no)
    model.fit(images_train, labels_train, epochs=30)

# Save the model
model.save('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
Epoch 1/30
31/31 [==============================] - 18s 186ms/step - loss: 5.4367 - accuracy: 0.0072
Epoch 2/30
31/31 [==============================] - 5s 156ms/step - loss: 5.2546 - accuracy: 0.0072
Epoch 3/30
31/31 [==============================] - 5s 156ms/step - loss: 5.2262 - accuracy: 0.0093
Epoch 4/30
31/31 [==============================] - 5s 157ms/step - loss: 5.1810 - accuracy: 0.0217
Epoch 5/30
31/31 [==============================] - 5s 158ms/step - loss: 5.1254 - accuracy: 0.0196
Epoch 6/30
31/31 [==============================] - 5s 159ms/step - loss: 5.0052 - accuracy: 0.0341
Epoch 7/30
31/31 [==============================] - 5s 161ms/step - loss: 4.7012 - accuracy: 0.0641
Epoch 8/30
31/31 [==============================] - 5s 162ms/step - loss: 4.1693 - accuracy: 0.1396
Epoch 9/30
31/31 [==============================] - 5s 162ms/step - loss: 3.3455 - accuracy: 0.2699
Epoch 10/30
31/31 [==============================] - 5s 163ms/step - loss: 2.3764 - accuracy: 0.4519
Epoch 11/30
31/31 [==============================] - 5s 164ms/step - loss: 1.3670 - accuracy: 0.6949
Epoch 12/30
31/31 [==============================] - 5s 164ms/step - loss: 0.9199 - accuracy: 0.7880
Epoch 13/30
31/31 [==============================] - 5s 164ms/step - loss: 0.6116 - accuracy: 0.8345
Epoch 14/30
31/31 [==============================] - 5s 165ms/step - loss: 0.4673 - accuracy: 0.8821
Epoch 15/30
31/31 [==============================] - 5s 165ms/step - loss: 0.3288 - accuracy: 0.9069
Epoch 16/30
31/31 [==============================] - 5s 165ms/step - loss: 0.2603 - accuracy: 0.9307
Epoch 17/30
31/31 [==============================] - 5s 167ms/step - loss: 0.2778 - accuracy: 0.9255
Epoch 18/30
31/31 [==============================] - 5s 167ms/step - loss: 0.1820 - accuracy: 0.9524
Epoch 19/30
31/31 [==============================] - 5s 170ms/step - loss: 0.1880 - accuracy: 0.9504
Epoch 20/30
31/31 [==============================] - 5s 167ms/step - loss: 0.1656 - accuracy: 0.9504
Epoch 21/30
31/31 [==============================] - 5s 167ms/step - loss: 0.1590 - accuracy: 0.9597
Epoch 22/30
31/31 [==============================] - 5s 170ms/step - loss: 0.1166 - accuracy: 0.9628
Epoch 23/30
31/31 [==============================] - 5s 168ms/step - loss: 0.1674 - accuracy: 0.9617
Epoch 24/30
31/31 [==============================] - 5s 171ms/step - loss: 0.1218 - accuracy: 0.9690
Epoch 25/30
31/31 [==============================] - 5s 168ms/step - loss: 0.1661 - accuracy: 0.9555
Epoch 26/30
31/31 [==============================] - 5s 169ms/step - loss: 0.1239 - accuracy: 0.9638
Epoch 27/30
31/31 [==============================] - 5s 169ms/step - loss: 0.1144 - accuracy: 0.9700
Epoch 28/30
31/31 [==============================] - 5s 170ms/step - loss: 0.1223 - accuracy: 0.9669
Epoch 29/30
31/31 [==============================] - 5s 170ms/step - loss: 0.1149 - accuracy: 0.9617
Epoch 30/30
31/31 [==============================] - 5s 170ms/step - loss: 0.1195 - accuracy: 0.9659
Epoch 1/30
29/29 [==============================] - 8s 261ms/step - loss: 5.9891 - accuracy: 0.0076
Epoch 2/30
29/29 [==============================] - 5s 165ms/step - loss: 5.1278 - accuracy: 0.0280
Epoch 3/30
29/29 [==============================] - 5s 166ms/step - loss: 4.5057 - accuracy: 0.1046
Epoch 4/30
29/29 [==============================] - 5s 166ms/step - loss: 3.1018 - accuracy: 0.3193
Epoch 5/30
29/29 [==============================] - 5s 168ms/step - loss: 1.5700 - accuracy: 0.6235
Epoch 6/30
29/29 [==============================] - 5s 169ms/step - loss: 0.8020 - accuracy: 0.8037
Epoch 7/30
29/29 [==============================] - 5s 170ms/step - loss: 0.4713 - accuracy: 0.8867
Epoch 8/30
29/29 [==============================] - 5s 171ms/step - loss: 0.3869 - accuracy: 0.8943
Epoch 9/30
29/29 [==============================] - 5s 171ms/step - loss: 0.2494 - accuracy: 0.9353
Epoch 10/30
29/29 [==============================] - 5s 172ms/step - loss: 0.2171 - accuracy: 0.9417
Epoch 11/30
29/29 [==============================] - 5s 172ms/step - loss: 0.1412 - accuracy: 0.9612
Epoch 12/30
29/29 [==============================] - 5s 173ms/step - loss: 0.1222 - accuracy: 0.9644
Epoch 13/30
29/29 [==============================] - 5s 173ms/step - loss: 0.1147 - accuracy: 0.9698
Epoch 14/30
29/29 [==============================] - 5s 173ms/step - loss: 0.0954 - accuracy: 0.9687
Epoch 15/30
29/29 [==============================] - 5s 173ms/step - loss: 0.1435 - accuracy: 0.9601
Epoch 16/30
29/29 [==============================] - 5s 173ms/step - loss: 0.1040 - accuracy: 0.9720
Epoch 17/30
29/29 [==============================] - 5s 174ms/step - loss: 0.0935 - accuracy: 0.9730
Epoch 18/30
29/29 [==============================] - 5s 174ms/step - loss: 0.1035 - accuracy: 0.9741
Epoch 19/30
29/29 [==============================] - 5s 174ms/step - loss: 0.0657 - accuracy: 0.9817
Epoch 20/30
29/29 [==============================] - 5s 174ms/step - loss: 0.0957 - accuracy: 0.9730
Epoch 21/30
29/29 [==============================] - 5s 174ms/step - loss: 0.0712 - accuracy: 0.9795
Epoch 22/30
29/29 [==============================] - 5s 174ms/step - loss: 0.0846 - accuracy: 0.9773
Epoch 23/30
29/29 [==============================] - 5s 175ms/step - loss: 0.0566 - accuracy: 0.9817
Epoch 24/30
29/29 [==============================] - 5s 175ms/step - loss: 0.0666 - accuracy: 0.9752
Epoch 25/30
29/29 [==============================] - 5s 175ms/step - loss: 0.0690 - accuracy: 0.9892
Epoch 26/30
29/29 [==============================] - 5s 175ms/step - loss: 0.0831 - accuracy: 0.9784
Epoch 27/30
29/29 [==============================] - 5s 176ms/step - loss: 0.0694 - accuracy: 0.9838
Epoch 28/30
29/29 [==============================] - 5s 176ms/step - loss: 0.0885 - accuracy: 0.9763
Epoch 29/30
29/29 [==============================] - 5s 177ms/step - loss: 0.0562 - accuracy: 0.9871
Epoch 30/30
29/29 [==============================] - 5s 179ms/step - loss: 0.0528 - accuracy: 0.9881
Epoch 1/30
31/31 [==============================] - 8s 253ms/step - loss: 6.1584 - accuracy: 0.0081
Epoch 2/30
31/31 [==============================] - 5s 167ms/step - loss: 5.0119 - accuracy: 0.0707
Epoch 3/30
31/31 [==============================] - 5s 167ms/step - loss: 3.9820 - accuracy: 0.2202
Epoch 4/30
31/31 [==============================] - 5s 168ms/step - loss: 1.8825 - accuracy: 0.6010
Epoch 5/30
31/31 [==============================] - 5s 170ms/step - loss: 0.5073 - accuracy: 0.8859
Epoch 6/30
31/31 [==============================] - 5s 170ms/step - loss: 0.1826 - accuracy: 0.9515
Epoch 7/30
31/31 [==============================] - 5s 170ms/step - loss: 0.1673 - accuracy: 0.9657
Epoch 8/30
31/31 [==============================] - 5s 170ms/step - loss: 0.0995 - accuracy: 0.9727
Epoch 9/30
31/31 [==============================] - 5s 171ms/step - loss: 0.1088 - accuracy: 0.9737
Epoch 10/30
31/31 [==============================] - 5s 171ms/step - loss: 0.0647 - accuracy: 0.9879
Epoch 11/30
31/31 [==============================] - 5s 172ms/step - loss: 0.0671 - accuracy: 0.9838
Epoch 12/30
31/31 [==============================] - 5s 172ms/step - loss: 0.0519 - accuracy: 0.9848
Epoch 13/30
31/31 [==============================] - 5s 173ms/step - loss: 0.0402 - accuracy: 0.9919
Epoch 14/30
31/31 [==============================] - 5s 173ms/step - loss: 0.0696 - accuracy: 0.9869
Epoch 15/30
31/31 [==============================] - 5s 172ms/step - loss: 0.0422 - accuracy: 0.9899
Epoch 16/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0375 - accuracy: 0.9929
Epoch 17/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0386 - accuracy: 0.9879
Epoch 18/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0348 - accuracy: 0.9909
Epoch 19/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0304 - accuracy: 0.9929
Epoch 20/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0465 - accuracy: 0.9899
Epoch 21/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0337 - accuracy: 0.9909
Epoch 22/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0218 - accuracy: 0.9970
Epoch 23/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0283 - accuracy: 0.9939
Epoch 24/30
31/31 [==============================] - 5s 175ms/step - loss: 0.0163 - accuracy: 0.9960
Epoch 25/30
31/31 [==============================] - 5s 175ms/step - loss: 0.0275 - accuracy: 0.9919
Epoch 26/30
31/31 [==============================] - 5s 175ms/step - loss: 0.0459 - accuracy: 0.9929
Epoch 27/30
31/31 [==============================] - 5s 175ms/step - loss: 0.0311 - accuracy: 0.9909
Epoch 28/30
31/31 [==============================] - 5s 175ms/step - loss: 0.0191 - accuracy: 0.9929
Epoch 29/30
31/31 [==============================] - 5s 175ms/step - loss: 0.0156 - accuracy: 0.9960
Epoch 30/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0106 - accuracy: 0.9960
Epoch 1/30
31/31 [==============================] - 7s 221ms/step - loss: 6.1024 - accuracy: 0.0154
Epoch 2/30
31/31 [==============================] - 5s 164ms/step - loss: 4.5756 - accuracy: 0.1535
Epoch 3/30
31/31 [==============================] - 5s 166ms/step - loss: 2.8243 - accuracy: 0.4074
Epoch 4/30
31/31 [==============================] - 5s 168ms/step - loss: 1.1392 - accuracy: 0.7503
Epoch 5/30
31/31 [==============================] - 5s 168ms/step - loss: 0.4147 - accuracy: 0.8895
Epoch 6/30
31/31 [==============================] - 5s 169ms/step - loss: 0.2671 - accuracy: 0.9273
Epoch 7/30
31/31 [==============================] - 5s 171ms/step - loss: 0.1831 - accuracy: 0.9550
Epoch 8/30
31/31 [==============================] - 5s 170ms/step - loss: 0.1517 - accuracy: 0.9570
Epoch 9/30
31/31 [==============================] - 5s 171ms/step - loss: 0.1002 - accuracy: 0.9754
Epoch 10/30
31/31 [==============================] - 5s 171ms/step - loss: 0.1096 - accuracy: 0.9744
Epoch 11/30
31/31 [==============================] - 5s 171ms/step - loss: 0.0895 - accuracy: 0.9754
Epoch 12/30
31/31 [==============================] - 5s 172ms/step - loss: 0.0841 - accuracy: 0.9785
Epoch 13/30
31/31 [==============================] - 5s 172ms/step - loss: 0.0872 - accuracy: 0.9816
Epoch 14/30
31/31 [==============================] - 5s 171ms/step - loss: 0.0489 - accuracy: 0.9887
Epoch 15/30
31/31 [==============================] - 5s 172ms/step - loss: 0.0460 - accuracy: 0.9898
Epoch 16/30
31/31 [==============================] - 5s 172ms/step - loss: 0.0423 - accuracy: 0.9898
Epoch 17/30
31/31 [==============================] - 5s 173ms/step - loss: 0.0528 - accuracy: 0.9857
Epoch 18/30
31/31 [==============================] - 5s 173ms/step - loss: 0.0282 - accuracy: 0.9918
Epoch 19/30
31/31 [==============================] - 5s 175ms/step - loss: 0.0288 - accuracy: 0.9928
Epoch 20/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0556 - accuracy: 0.9867
Epoch 21/30
31/31 [==============================] - 5s 173ms/step - loss: 0.0442 - accuracy: 0.9887
Epoch 22/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0231 - accuracy: 0.9928
Epoch 23/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0418 - accuracy: 0.9898
Epoch 24/30
31/31 [==============================] - 5s 173ms/step - loss: 0.0407 - accuracy: 0.9887
Epoch 25/30
31/31 [==============================] - 5s 173ms/step - loss: 0.0143 - accuracy: 0.9969
Epoch 26/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0269 - accuracy: 0.9928
Epoch 27/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0287 - accuracy: 0.9928
Epoch 28/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0292 - accuracy: 0.9939
Epoch 29/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0253 - accuracy: 0.9918
Epoch 30/30
31/31 [==============================] - 5s 173ms/step - loss: 0.0242 - accuracy: 0.9908
Epoch 1/30
31/31 [==============================] - 8s 246ms/step - loss: 6.1509 - accuracy: 0.0092
Epoch 2/30
31/31 [==============================] - 5s 172ms/step - loss: 4.7338 - accuracy: 0.0732
Epoch 3/30
31/31 [==============================] - 5s 173ms/step - loss: 3.7578 - accuracy: 0.2197
Epoch 4/30
31/31 [==============================] - 5s 173ms/step - loss: 2.5099 - accuracy: 0.4395
Epoch 5/30
31/31 [==============================] - 5s 174ms/step - loss: 1.6881 - accuracy: 0.5931
Epoch 6/30
31/31 [==============================] - 5s 175ms/step - loss: 1.1359 - accuracy: 0.7019
Epoch 7/30
31/31 [==============================] - 5s 175ms/step - loss: 0.7980 - accuracy: 0.7955
Epoch 8/30
31/31 [==============================] - 5s 175ms/step - loss: 0.6586 - accuracy: 0.8189
Epoch 9/30
31/31 [==============================] - 5s 175ms/step - loss: 0.4734 - accuracy: 0.8759
Epoch 10/30
31/31 [==============================] - 5s 175ms/step - loss: 0.4227 - accuracy: 0.8810
Epoch 11/30
31/31 [==============================] - 5s 175ms/step - loss: 0.3270 - accuracy: 0.9176
Epoch 12/30
31/31 [==============================] - 5s 174ms/step - loss: 0.3397 - accuracy: 0.8983
Epoch 13/30
31/31 [==============================] - 5s 174ms/step - loss: 0.2943 - accuracy: 0.9217
Epoch 14/30
31/31 [==============================] - 5s 174ms/step - loss: 0.3056 - accuracy: 0.9074
Epoch 15/30
31/31 [==============================] - 5s 174ms/step - loss: 0.2604 - accuracy: 0.9308
Epoch 16/30
31/31 [==============================] - 5s 176ms/step - loss: 0.2129 - accuracy: 0.9308
Epoch 17/30
31/31 [==============================] - 5s 175ms/step - loss: 0.1720 - accuracy: 0.9512
Epoch 18/30
31/31 [==============================] - 5s 174ms/step - loss: 0.2209 - accuracy: 0.9440
Epoch 19/30
31/31 [==============================] - 5s 174ms/step - loss: 0.2067 - accuracy: 0.9430
Epoch 20/30
31/31 [==============================] - 5s 175ms/step - loss: 0.1306 - accuracy: 0.9624
Epoch 21/30
31/31 [==============================] - 5s 174ms/step - loss: 0.1406 - accuracy: 0.9552
Epoch 22/30
31/31 [==============================] - 5s 174ms/step - loss: 0.1323 - accuracy: 0.9624
Epoch 23/30
31/31 [==============================] - 5s 174ms/step - loss: 0.1153 - accuracy: 0.9654
Epoch 24/30
31/31 [==============================] - 5s 175ms/step - loss: 0.1399 - accuracy: 0.9593
Epoch 25/30
31/31 [==============================] - 5s 175ms/step - loss: 0.1398 - accuracy: 0.9624
Epoch 26/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0951 - accuracy: 0.9674
Epoch 27/30
31/31 [==============================] - 5s 174ms/step - loss: 0.1175 - accuracy: 0.9654
Epoch 28/30
31/31 [==============================] - 5s 174ms/step - loss: 0.1273 - accuracy: 0.9603
Epoch 29/30
31/31 [==============================] - 5s 174ms/step - loss: 0.0952 - accuracy: 0.9776
Epoch 30/30
31/31 [==============================] - 5s 176ms/step - loss: 0.0970 - accuracy: 0.9695
Epoch 1/30
30/30 [==============================] - 5s 170ms/step - loss: 6.4063 - accuracy: 0.0116
Epoch 2/30
30/30 [==============================] - 5s 169ms/step - loss: 4.6274 - accuracy: 0.1037
Epoch 3/30
30/30 [==============================] - 5s 171ms/step - loss: 3.4563 - accuracy: 0.2963
Epoch 4/30
30/30 [==============================] - 5s 173ms/step - loss: 2.0941 - accuracy: 0.5185
Epoch 5/30
30/30 [==============================] - 5s 177ms/step - loss: 1.2534 - accuracy: 0.6878
Epoch 6/30
30/30 [==============================] - 5s 176ms/step - loss: 0.8417 - accuracy: 0.7862
Epoch 7/30
30/30 [==============================] - 5s 174ms/step - loss: 0.6915 - accuracy: 0.8169
Epoch 8/30
30/30 [==============================] - 5s 173ms/step - loss: 0.5321 - accuracy: 0.8508
Epoch 9/30
30/30 [==============================] - 5s 173ms/step - loss: 0.3642 - accuracy: 0.8910
Epoch 10/30
30/30 [==============================] - 5s 173ms/step - loss: 0.3019 - accuracy: 0.9122
Epoch 11/30
30/30 [==============================] - 5s 172ms/step - loss: 0.2560 - accuracy: 0.9280
Epoch 12/30
30/30 [==============================] - 5s 172ms/step - loss: 0.2855 - accuracy: 0.9249
Epoch 13/30
30/30 [==============================] - 5s 172ms/step - loss: 0.2498 - accuracy: 0.9333
Epoch 14/30
30/30 [==============================] - 5s 172ms/step - loss: 0.1935 - accuracy: 0.9481
Epoch 15/30
30/30 [==============================] - 5s 172ms/step - loss: 0.1590 - accuracy: 0.9492
Epoch 16/30
30/30 [==============================] - 5s 172ms/step - loss: 0.1836 - accuracy: 0.9460
Epoch 17/30
30/30 [==============================] - 5s 172ms/step - loss: 0.1535 - accuracy: 0.9556
Epoch 18/30
30/30 [==============================] - 5s 173ms/step - loss: 0.1338 - accuracy: 0.9651
Epoch 19/30
30/30 [==============================] - 5s 173ms/step - loss: 0.1381 - accuracy: 0.9630
Epoch 20/30
30/30 [==============================] - 5s 173ms/step - loss: 0.1274 - accuracy: 0.9640
Epoch 21/30
30/30 [==============================] - 5s 173ms/step - loss: 0.1439 - accuracy: 0.9630
Epoch 22/30
30/30 [==============================] - 5s 173ms/step - loss: 0.1042 - accuracy: 0.9714
Epoch 23/30
30/30 [==============================] - 5s 174ms/step - loss: 0.1059 - accuracy: 0.9725
Epoch 24/30
30/30 [==============================] - 5s 173ms/step - loss: 0.1689 - accuracy: 0.9566
Epoch 25/30
30/30 [==============================] - 5s 173ms/step - loss: 0.1270 - accuracy: 0.9672
Epoch 26/30
30/30 [==============================] - 5s 173ms/step - loss: 0.0826 - accuracy: 0.9810
Epoch 27/30
30/30 [==============================] - 5s 173ms/step - loss: 0.0929 - accuracy: 0.9683
Epoch 28/30
30/30 [==============================] - 5s 173ms/step - loss: 0.0771 - accuracy: 0.9778
Epoch 29/30
30/30 [==============================] - 5s 173ms/step - loss: 0.1115 - accuracy: 0.9661
Epoch 30/30
30/30 [==============================] - 5s 173ms/step - loss: 0.0909 - accuracy: 0.9725
Epoch 1/30
30/30 [==============================] - 7s 232ms/step - loss: 6.2350 - accuracy: 0.0275
Epoch 2/30
30/30 [==============================] - 5s 170ms/step - loss: 4.4758 - accuracy: 0.0983
Epoch 3/30
30/30 [==============================] - 5s 171ms/step - loss: 3.4363 - accuracy: 0.2484
Epoch 4/30
30/30 [==============================] - 5s 174ms/step - loss: 2.3740 - accuracy: 0.4281
Epoch 5/30
30/30 [==============================] - 5s 175ms/step - loss: 1.6677 - accuracy: 0.5698
Epoch 6/30
30/30 [==============================] - 5s 176ms/step - loss: 1.2921 - accuracy: 0.6734
Epoch 7/30
30/30 [==============================] - 5s 175ms/step - loss: 0.9858 - accuracy: 0.7336
Epoch 8/30
30/30 [==============================] - 5s 175ms/step - loss: 0.8175 - accuracy: 0.7791
Epoch 9/30
30/30 [==============================] - 5s 174ms/step - loss: 0.7474 - accuracy: 0.7949
Epoch 10/30
30/30 [==============================] - 5s 173ms/step - loss: 0.6782 - accuracy: 0.8192
Epoch 11/30
30/30 [==============================] - 5s 174ms/step - loss: 0.5463 - accuracy: 0.8266
Epoch 12/30
30/30 [==============================] - 5s 174ms/step - loss: 0.4797 - accuracy: 0.8626
Epoch 13/30
30/30 [==============================] - 5s 172ms/step - loss: 0.4396 - accuracy: 0.8700
Epoch 14/30
30/30 [==============================] - 5s 174ms/step - loss: 0.4094 - accuracy: 0.8816
Epoch 15/30
30/30 [==============================] - 5s 172ms/step - loss: 0.3881 - accuracy: 0.8816
Epoch 16/30
30/30 [==============================] - 5s 172ms/step - loss: 0.3450 - accuracy: 0.9154
Epoch 17/30
30/30 [==============================] - 5s 173ms/step - loss: 0.3075 - accuracy: 0.9080
Epoch 18/30
30/30 [==============================] - 5s 173ms/step - loss: 0.2947 - accuracy: 0.9133
Epoch 19/30
30/30 [==============================] - 5s 173ms/step - loss: 0.2703 - accuracy: 0.9123
Epoch 20/30
30/30 [==============================] - 5s 173ms/step - loss: 0.3005 - accuracy: 0.9207
Epoch 21/30
30/30 [==============================] - 5s 173ms/step - loss: 0.2063 - accuracy: 0.9355
Epoch 22/30
30/30 [==============================] - 5s 173ms/step - loss: 0.2168 - accuracy: 0.9387
Epoch 23/30
30/30 [==============================] - 5s 173ms/step - loss: 0.2526 - accuracy: 0.9292
Epoch 24/30
30/30 [==============================] - 5s 174ms/step - loss: 0.1558 - accuracy: 0.9493
Epoch 25/30
30/30 [==============================] - 5s 173ms/step - loss: 0.2112 - accuracy: 0.9397
Epoch 26/30
30/30 [==============================] - 5s 173ms/step - loss: 0.1879 - accuracy: 0.9450
Epoch 27/30
30/30 [==============================] - 5s 173ms/step - loss: 0.1957 - accuracy: 0.9387
Epoch 28/30
30/30 [==============================] - 5s 173ms/step - loss: 0.1853 - accuracy: 0.9524
Epoch 29/30
30/30 [==============================] - 5s 173ms/step - loss: 0.1571 - accuracy: 0.9567
Epoch 30/30
30/30 [==============================] - 5s 172ms/step - loss: 0.1784 - accuracy: 0.9503
Epoch 1/30
31/31 [==============================] - 7s 222ms/step - loss: 6.2802 - accuracy: 0.0133
Epoch 2/30
31/31 [==============================] - 5s 169ms/step - loss: 4.3251 - accuracy: 0.1434
Epoch 3/30
31/31 [==============================] - 5s 171ms/step - loss: 3.1205 - accuracy: 0.3248
Epoch 4/30
31/31 [==============================] - 5s 173ms/step - loss: 1.9695 - accuracy: 0.5328
Epoch 5/30
31/31 [==============================] - 5s 174ms/step - loss: 1.1325 - accuracy: 0.7141
Epoch 6/30
31/31 [==============================] - 5s 175ms/step - loss: 0.8547 - accuracy: 0.7756
Epoch 7/30
31/31 [==============================] - 5s 175ms/step - loss: 0.5581 - accuracy: 0.8432
Epoch 8/30
31/31 [==============================] - 5s 174ms/step - loss: 0.5193 - accuracy: 0.8617
Epoch 9/30
31/31 [==============================] - 5s 174ms/step - loss: 0.4436 - accuracy: 0.8750
Epoch 10/30
31/31 [==============================] - 5s 172ms/step - loss: 0.3600 - accuracy: 0.8893
Epoch 11/30
31/31 [==============================] - 5s 173ms/step - loss: 0.3677 - accuracy: 0.8975
Epoch 12/30
31/31 [==============================] - 5s 172ms/step - loss: 0.2595 - accuracy: 0.9242
Epoch 13/30
31/31 [==============================] - 5s 172ms/step - loss: 0.2683 - accuracy: 0.9262
Epoch 14/30
31/31 [==============================] - 5s 171ms/step - loss: 0.2525 - accuracy: 0.9252
Epoch 15/30
31/31 [==============================] - 5s 172ms/step - loss: 0.2248 - accuracy: 0.9355
Epoch 16/30
31/31 [==============================] - 5s 172ms/step - loss: 0.2020 - accuracy: 0.9395
Epoch 17/30
31/31 [==============================] - 5s 172ms/step - loss: 0.1850 - accuracy: 0.9406
Epoch 18/30
31/31 [==============================] - 5s 173ms/step - loss: 0.1843 - accuracy: 0.9447
Epoch 19/30
31/31 [==============================] - 5s 172ms/step - loss: 0.1633 - accuracy: 0.9508
Epoch 20/30
31/31 [==============================] - 5s 173ms/step - loss: 0.1748 - accuracy: 0.9498
Epoch 21/30
31/31 [==============================] - 5s 173ms/step - loss: 0.1801 - accuracy: 0.9426
Epoch 22/30
31/31 [==============================] - 5s 173ms/step - loss: 0.1712 - accuracy: 0.9529
Epoch 23/30
31/31 [==============================] - 5s 173ms/step - loss: 0.1166 - accuracy: 0.9723
Epoch 24/30
31/31 [==============================] - 5s 173ms/step - loss: 0.1496 - accuracy: 0.9652
Epoch 25/30
31/31 [==============================] - 5s 173ms/step - loss: 0.1472 - accuracy: 0.9590
Epoch 26/30
31/31 [==============================] - 5s 172ms/step - loss: 0.1094 - accuracy: 0.9652
Epoch 27/30
31/31 [==============================] - 5s 173ms/step - loss: 0.1623 - accuracy: 0.9508
Epoch 28/30
31/31 [==============================] - 5s 173ms/step - loss: 0.1121 - accuracy: 0.9631
Epoch 29/30
31/31 [==============================] - 5s 173ms/step - loss: 0.1001 - accuracy: 0.9713
Epoch 30/30
31/31 [==============================] - 5s 172ms/step - loss: 0.1086 - accuracy: 0.9652
Epoch 1/30
4/4 [==============================] - 3s 1s/step - loss: 9.2329 - accuracy: 0.0403
Epoch 2/30
4/4 [==============================] - 1s 172ms/step - loss: 5.0754 - accuracy: 0.1532
Epoch 3/30
4/4 [==============================] - 1s 167ms/step - loss: 2.9809 - accuracy: 0.3387
Epoch 4/30
4/4 [==============================] - 1s 169ms/step - loss: 1.8253 - accuracy: 0.5806
Epoch 5/30
4/4 [==============================] - 1s 167ms/step - loss: 1.2562 - accuracy: 0.7581
Epoch 6/30
4/4 [==============================] - 1s 168ms/step - loss: 1.1379 - accuracy: 0.7258
Epoch 7/30
4/4 [==============================] - 1s 166ms/step - loss: 0.7278 - accuracy: 0.8629
Epoch 8/30
4/4 [==============================] - 1s 168ms/step - loss: 0.5542 - accuracy: 0.8387
Epoch 9/30
4/4 [==============================] - 1s 168ms/step - loss: 0.5113 - accuracy: 0.8548
Epoch 10/30
4/4 [==============================] - 1s 167ms/step - loss: 0.6018 - accuracy: 0.8306
Epoch 11/30
4/4 [==============================] - 1s 168ms/step - loss: 0.5952 - accuracy: 0.8548
Epoch 12/30
4/4 [==============================] - 1s 167ms/step - loss: 0.5126 - accuracy: 0.8629
Epoch 13/30
4/4 [==============================] - 1s 167ms/step - loss: 0.3496 - accuracy: 0.8548
Epoch 14/30
4/4 [==============================] - 1s 168ms/step - loss: 0.4829 - accuracy: 0.8387
Epoch 15/30
4/4 [==============================] - 1s 167ms/step - loss: 0.3362 - accuracy: 0.9032
Epoch 16/30
4/4 [==============================] - 1s 169ms/step - loss: 0.3456 - accuracy: 0.8790
Epoch 17/30
4/4 [==============================] - 1s 168ms/step - loss: 0.2320 - accuracy: 0.9355
Epoch 18/30
4/4 [==============================] - 1s 167ms/step - loss: 0.2926 - accuracy: 0.9032
Epoch 19/30
4/4 [==============================] - 1s 168ms/step - loss: 0.2519 - accuracy: 0.9274
Epoch 20/30
4/4 [==============================] - 1s 169ms/step - loss: 0.2263 - accuracy: 0.9113
Epoch 21/30
4/4 [==============================] - 1s 168ms/step - loss: 0.2608 - accuracy: 0.9274
Epoch 22/30
4/4 [==============================] - 1s 168ms/step - loss: 0.2829 - accuracy: 0.9355
Epoch 23/30
4/4 [==============================] - 1s 169ms/step - loss: 0.3575 - accuracy: 0.9113
Epoch 24/30
4/4 [==============================] - 1s 169ms/step - loss: 0.2173 - accuracy: 0.9274
Epoch 25/30
4/4 [==============================] - 1s 168ms/step - loss: 0.3009 - accuracy: 0.9355
Epoch 26/30
4/4 [==============================] - 1s 167ms/step - loss: 0.3070 - accuracy: 0.9274
Epoch 27/30
4/4 [==============================] - 1s 169ms/step - loss: 0.2107 - accuracy: 0.9274
Epoch 28/30
4/4 [==============================] - 1s 168ms/step - loss: 0.3058 - accuracy: 0.9032
Epoch 29/30
4/4 [==============================] - 1s 169ms/step - loss: 0.1850 - accuracy: 0.9435
Epoch 30/30
4/4 [==============================] - 1s 168ms/step - loss: 0.2273 - accuracy: 0.9274

Now let's make a submission file, on which we can evaluate afterwards.

In [ ]:
def load_test_batch_data(batch_no):
    images_test = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_test_v2/images_test_batch_{batch_no}.npy')
    return images_test

# Load the trained model
model = load_model('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')

# Initialize empty list to store predictions
predictions = []

# Load test data in batches and make predictions
for batch_no in range(8): # Change this to match the number of test batches you have
    images_test = load_test_batch_data(batch_no)
    pred = model.predict(images_test)
    # The output of model.predict is softmax probabilities, to get the predicted class we use argmax
    pred_classes = np.argmax(pred, axis=1)
    predictions.extend(pred_classes)

# Convert list to numpy array
predictions = np.array(predictions)

# Define the path for the submission file
submission_file = '/content/drive/MyDrive/stanford-cars-dataset-v2/submission.txt'

# Write the class predictions to the submission file
with open(submission_file, 'w') as file:
    for prediction in predictions:
        file.write(f'{prediction}\n')

print("Submission file generated successfully.")
31/31 [==============================] - 1s 35ms/step
31/31 [==============================] - 1s 43ms/step
31/31 [==============================] - 1s 35ms/step
32/32 [==============================] - 1s 38ms/step
31/31 [==============================] - 1s 43ms/step
32/32 [==============================] - 1s 33ms/step
31/31 [==============================] - 1s 40ms/step
32/32 [==============================] - 1s 34ms/step
Submission file generated successfully.
In [ ]:
# Define a function to load batch data for test
def load_test_batch_data(batch_no):
    images_test = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_test_v2/images_test_batch_{batch_no}.npy')
    return images_test

# Randomly select a batch number
batch_no = random.randint(0, 7)  # Change this to match the number of test batches you have

# Load the batch data
images_test = load_test_batch_data(batch_no)

# Randomly select an image index
image_index = random.randint(0, len(images_test) - 1)

# Get the image and make a prediction
image = images_test[image_index]
pred = model.predict(np.expand_dims(image, axis=0))
pred_class = np.argmax(pred)
confidence = np.max(pred)
label = labels.loc[pred_class, 'labels']

# Plot the image
plt.imshow(image)
plt.title(f"Predicted Class: {pred_class}, Confidence: {confidence:.2%}, Label: {label}")
plt.show()
1/1 [==============================] - 0s 19ms/step

It has a low confidence level, let's bump up the epochs.

V6 - HIGH EPOCHS - APPROVED¶

In [ ]:
# Define a function to load batch data
def load_batch_data(batch_no):
    images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
    labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
    return images_train, labels_train

# Define a simple model
model = Sequential()
model.add(Conv2D(32, (3, 3), padding='same', activation='relu', input_shape=(224, 224, 3)))
model.add(Conv2D(32, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))

model.add(Conv2D(64, (3, 3), padding='same', activation='relu'))
model.add(Conv2D(64, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))

model.add(Flatten())
model.add(Dense(512, activation='relu'))
model.add(Dropout(0.5))
model.add(Dense(196, activation='softmax')) # 196 is the number of classes

# Compile the model with a lower learning rate
model.compile(optimizer=Adam(learning_rate=0.0001), loss='sparse_categorical_crossentropy', metrics=['accuracy'])

# Train the model with each batch
for batch_no in range(9):
    images_train, labels_train = load_batch_data(batch_no)
    model.fit(images_train, labels_train, epochs=400)

# Save the model
model.save('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
Streaming output truncated to the last 5000 lines.
31/31 [==============================] - 5s 170ms/step - loss: 0.0025 - accuracy: 0.9990
Epoch 302/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 303/400
31/31 [==============================] - 5s 170ms/step - loss: 5.1719e-04 - accuracy: 1.0000
Epoch 304/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 0.9990
Epoch 305/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 306/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 0.9980
Epoch 307/400
31/31 [==============================] - 5s 169ms/step - loss: 4.7416e-04 - accuracy: 1.0000
Epoch 308/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0029 - accuracy: 0.9990
Epoch 309/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 310/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0039 - accuracy: 0.9980
Epoch 311/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 312/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 313/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 0.9990
Epoch 314/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0030 - accuracy: 0.9980
Epoch 315/400
31/31 [==============================] - 5s 170ms/step - loss: 9.9224e-04 - accuracy: 1.0000
Epoch 316/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0047 - accuracy: 0.9980
Epoch 317/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 0.9980
Epoch 318/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0023 - accuracy: 0.9980
Epoch 319/400
31/31 [==============================] - 5s 170ms/step - loss: 5.7928e-04 - accuracy: 1.0000
Epoch 320/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 0.9980
Epoch 321/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0029 - accuracy: 0.9980
Epoch 322/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 0.9990
Epoch 323/400
31/31 [==============================] - 5s 170ms/step - loss: 7.9126e-04 - accuracy: 1.0000
Epoch 324/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 325/400
31/31 [==============================] - 5s 170ms/step - loss: 8.7854e-04 - accuracy: 1.0000
Epoch 326/400
31/31 [==============================] - 5s 170ms/step - loss: 4.5750e-04 - accuracy: 1.0000
Epoch 327/400
31/31 [==============================] - 5s 170ms/step - loss: 8.7191e-04 - accuracy: 1.0000
Epoch 328/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 329/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0030 - accuracy: 0.9990
Epoch 330/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 331/400
31/31 [==============================] - 5s 170ms/step - loss: 9.1772e-04 - accuracy: 1.0000
Epoch 332/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 333/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 334/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 335/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 0.9990
Epoch 336/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0029 - accuracy: 0.9980
Epoch 337/400
31/31 [==============================] - 5s 169ms/step - loss: 8.2942e-04 - accuracy: 1.0000
Epoch 338/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 339/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 340/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 341/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0024 - accuracy: 0.9990
Epoch 342/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 343/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0032 - accuracy: 0.9980
Epoch 344/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0030 - accuracy: 0.9990
Epoch 345/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 346/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0020 - accuracy: 0.9990
Epoch 347/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0014 - accuracy: 0.9990
Epoch 348/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 0.9990
Epoch 349/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 350/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0102 - accuracy: 0.9980
Epoch 351/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0034 - accuracy: 0.9980
Epoch 352/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 353/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 354/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0032 - accuracy: 0.9980
Epoch 355/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 356/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 357/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0036 - accuracy: 0.9980
Epoch 358/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0014 - accuracy: 0.9990
Epoch 359/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0040 - accuracy: 0.9980
Epoch 360/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0014 - accuracy: 0.9990
Epoch 361/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0037 - accuracy: 0.9990
Epoch 362/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0034 - accuracy: 0.9990
Epoch 363/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 0.9990
Epoch 364/400
31/31 [==============================] - 5s 169ms/step - loss: 9.1563e-04 - accuracy: 0.9990
Epoch 365/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0020 - accuracy: 0.9990
Epoch 366/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0020 - accuracy: 0.9980
Epoch 367/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 368/400
31/31 [==============================] - 5s 169ms/step - loss: 3.5124e-04 - accuracy: 1.0000
Epoch 369/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 370/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 0.9980
Epoch 371/400
31/31 [==============================] - 5s 170ms/step - loss: 9.1671e-04 - accuracy: 0.9990
Epoch 372/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0026 - accuracy: 0.9990
Epoch 373/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0019 - accuracy: 0.9990
Epoch 374/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 375/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 376/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0037 - accuracy: 0.9990
Epoch 377/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 378/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 379/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0048 - accuracy: 0.9980
Epoch 380/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 381/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 382/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0041 - accuracy: 0.9990
Epoch 383/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0024 - accuracy: 0.9980
Epoch 384/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0042 - accuracy: 0.9990
Epoch 385/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0032 - accuracy: 0.9980
Epoch 386/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 387/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0032 - accuracy: 0.9990
Epoch 388/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0027 - accuracy: 0.9980
Epoch 389/400
31/31 [==============================] - 5s 169ms/step - loss: 9.2129e-04 - accuracy: 1.0000
Epoch 390/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0024 - accuracy: 0.9990
Epoch 391/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0045 - accuracy: 0.9980
Epoch 392/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 393/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 394/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0014 - accuracy: 0.9990
Epoch 395/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0031 - accuracy: 0.9980
Epoch 396/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 397/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 398/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0010 - accuracy: 0.9990
Epoch 399/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 400/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0033 - accuracy: 0.9990
Epoch 1/400
31/31 [==============================] - 5s 164ms/step - loss: 5.9032 - accuracy: 0.0102
Epoch 2/400
31/31 [==============================] - 5s 164ms/step - loss: 5.0771 - accuracy: 0.0491
Epoch 3/400
31/31 [==============================] - 5s 166ms/step - loss: 3.6644 - accuracy: 0.3081
Epoch 4/400
31/31 [==============================] - 5s 169ms/step - loss: 1.3635 - accuracy: 0.7134
Epoch 5/400
31/31 [==============================] - 5s 170ms/step - loss: 0.3751 - accuracy: 0.9120
Epoch 6/400
31/31 [==============================] - 5s 171ms/step - loss: 0.1382 - accuracy: 0.9683
Epoch 7/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0654 - accuracy: 0.9846
Epoch 8/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0629 - accuracy: 0.9867
Epoch 9/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0426 - accuracy: 0.9949
Epoch 10/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0269 - accuracy: 0.9949
Epoch 11/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0151 - accuracy: 0.9980
Epoch 12/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0170 - accuracy: 0.9949
Epoch 13/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0643 - accuracy: 0.9898
Epoch 14/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0252 - accuracy: 0.9959
Epoch 15/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0120 - accuracy: 0.9980
Epoch 16/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0219 - accuracy: 0.9949
Epoch 17/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0120 - accuracy: 0.9980
Epoch 18/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0180 - accuracy: 0.9969
Epoch 19/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0104 - accuracy: 0.9980
Epoch 20/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0073 - accuracy: 0.9990
Epoch 21/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0067 - accuracy: 0.9990
Epoch 22/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0064 - accuracy: 0.9969
Epoch 23/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0114 - accuracy: 0.9959
Epoch 24/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0078 - accuracy: 0.9980
Epoch 25/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 1.0000
Epoch 26/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0173 - accuracy: 0.9959
Epoch 27/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0065 - accuracy: 0.9969
Epoch 28/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0096 - accuracy: 0.9980
Epoch 29/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0052 - accuracy: 0.9990
Epoch 30/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0119 - accuracy: 0.9959
Epoch 31/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0044 - accuracy: 0.9990
Epoch 32/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0126 - accuracy: 0.9969
Epoch 33/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0169 - accuracy: 0.9959
Epoch 34/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0050 - accuracy: 0.9969
Epoch 35/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0028 - accuracy: 0.9990
Epoch 36/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 37/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0041 - accuracy: 0.9969
Epoch 38/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0099 - accuracy: 0.9969
Epoch 39/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0115 - accuracy: 0.9949
Epoch 40/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0053 - accuracy: 0.9990
Epoch 41/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 42/400
31/31 [==============================] - 5s 170ms/step - loss: 6.9377e-04 - accuracy: 1.0000
Epoch 43/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 44/400
31/31 [==============================] - 5s 170ms/step - loss: 5.7764e-04 - accuracy: 1.0000
Epoch 45/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0024 - accuracy: 1.0000
Epoch 46/400
31/31 [==============================] - 5s 170ms/step - loss: 5.8759e-04 - accuracy: 1.0000
Epoch 47/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0037 - accuracy: 0.9980
Epoch 48/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0055 - accuracy: 0.9990
Epoch 49/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 50/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0079 - accuracy: 0.9980
Epoch 51/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 52/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0078 - accuracy: 0.9990
Epoch 53/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0039 - accuracy: 0.9990
Epoch 54/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0041 - accuracy: 0.9980
Epoch 55/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0058 - accuracy: 0.9990
Epoch 56/400
31/31 [==============================] - 5s 169ms/step - loss: 9.7012e-04 - accuracy: 1.0000
Epoch 57/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 58/400
31/31 [==============================] - 5s 170ms/step - loss: 4.5410e-04 - accuracy: 1.0000
Epoch 59/400
31/31 [==============================] - 5s 169ms/step - loss: 6.7018e-04 - accuracy: 1.0000
Epoch 60/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 61/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 62/400
31/31 [==============================] - 5s 169ms/step - loss: 4.5982e-04 - accuracy: 1.0000
Epoch 63/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0099 - accuracy: 0.9969
Epoch 64/400
31/31 [==============================] - 5s 169ms/step - loss: 6.0092e-04 - accuracy: 1.0000
Epoch 65/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 66/400
31/31 [==============================] - 5s 170ms/step - loss: 4.6648e-04 - accuracy: 1.0000
Epoch 67/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 68/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 69/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9392e-04 - accuracy: 1.0000
Epoch 70/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0020 - accuracy: 0.9990
Epoch 71/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3082e-04 - accuracy: 1.0000
Epoch 72/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 73/400
31/31 [==============================] - 5s 169ms/step - loss: 4.0697e-04 - accuracy: 1.0000
Epoch 74/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 75/400
31/31 [==============================] - 5s 169ms/step - loss: 3.3350e-04 - accuracy: 1.0000
Epoch 76/400
31/31 [==============================] - 5s 170ms/step - loss: 4.2872e-04 - accuracy: 1.0000
Epoch 77/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0025 - accuracy: 0.9990
Epoch 78/400
31/31 [==============================] - 5s 169ms/step - loss: 6.2345e-04 - accuracy: 1.0000
Epoch 79/400
31/31 [==============================] - 5s 170ms/step - loss: 3.7428e-04 - accuracy: 1.0000
Epoch 80/400
31/31 [==============================] - 5s 169ms/step - loss: 4.0709e-04 - accuracy: 1.0000
Epoch 81/400
31/31 [==============================] - 5s 170ms/step - loss: 3.3775e-04 - accuracy: 1.0000
Epoch 82/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 83/400
31/31 [==============================] - 5s 170ms/step - loss: 9.6580e-04 - accuracy: 1.0000
Epoch 84/400
31/31 [==============================] - 5s 170ms/step - loss: 1.1496e-04 - accuracy: 1.0000
Epoch 85/400
31/31 [==============================] - 5s 169ms/step - loss: 6.2361e-04 - accuracy: 1.0000
Epoch 86/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0034 - accuracy: 0.9990
Epoch 87/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 0.9990
Epoch 88/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 89/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 90/400
31/31 [==============================] - 5s 169ms/step - loss: 5.2934e-04 - accuracy: 1.0000
Epoch 91/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 92/400
31/31 [==============================] - 5s 169ms/step - loss: 7.1997e-04 - accuracy: 1.0000
Epoch 93/400
31/31 [==============================] - 5s 169ms/step - loss: 6.8222e-04 - accuracy: 1.0000
Epoch 94/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0020 - accuracy: 0.9990
Epoch 95/400
31/31 [==============================] - 5s 169ms/step - loss: 6.4359e-04 - accuracy: 1.0000
Epoch 96/400
31/31 [==============================] - 5s 169ms/step - loss: 5.4461e-04 - accuracy: 1.0000
Epoch 97/400
31/31 [==============================] - 5s 169ms/step - loss: 1.8239e-04 - accuracy: 1.0000
Epoch 98/400
31/31 [==============================] - 5s 170ms/step - loss: 2.4831e-04 - accuracy: 1.0000
Epoch 99/400
31/31 [==============================] - 5s 170ms/step - loss: 5.3378e-04 - accuracy: 1.0000
Epoch 100/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0039 - accuracy: 0.9990
Epoch 101/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 102/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4803e-04 - accuracy: 1.0000
Epoch 103/400
31/31 [==============================] - 5s 169ms/step - loss: 8.8512e-05 - accuracy: 1.0000
Epoch 104/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0045 - accuracy: 0.9980
Epoch 105/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0036 - accuracy: 1.0000
Epoch 106/400
31/31 [==============================] - 5s 170ms/step - loss: 1.8176e-04 - accuracy: 1.0000
Epoch 107/400
31/31 [==============================] - 5s 169ms/step - loss: 1.5912e-04 - accuracy: 1.0000
Epoch 108/400
31/31 [==============================] - 5s 169ms/step - loss: 3.1132e-04 - accuracy: 1.0000
Epoch 109/400
31/31 [==============================] - 5s 169ms/step - loss: 1.3472e-04 - accuracy: 1.0000
Epoch 110/400
31/31 [==============================] - 5s 170ms/step - loss: 5.4407e-04 - accuracy: 1.0000
Epoch 111/400
31/31 [==============================] - 5s 169ms/step - loss: 6.3730e-05 - accuracy: 1.0000
Epoch 112/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 113/400
31/31 [==============================] - 5s 170ms/step - loss: 3.9057e-04 - accuracy: 1.0000
Epoch 114/400
31/31 [==============================] - 5s 169ms/step - loss: 7.1801e-05 - accuracy: 1.0000
Epoch 115/400
31/31 [==============================] - 5s 169ms/step - loss: 6.5896e-05 - accuracy: 1.0000
Epoch 116/400
31/31 [==============================] - 5s 169ms/step - loss: 1.7375e-04 - accuracy: 1.0000
Epoch 117/400
31/31 [==============================] - 5s 170ms/step - loss: 5.5683e-05 - accuracy: 1.0000
Epoch 118/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 0.9990
Epoch 119/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 0.9990
Epoch 120/400
31/31 [==============================] - 5s 170ms/step - loss: 1.9953e-04 - accuracy: 1.0000
Epoch 121/400
31/31 [==============================] - 5s 170ms/step - loss: 8.3019e-04 - accuracy: 1.0000
Epoch 122/400
31/31 [==============================] - 5s 170ms/step - loss: 5.5743e-05 - accuracy: 1.0000
Epoch 123/400
31/31 [==============================] - 5s 169ms/step - loss: 7.5661e-04 - accuracy: 1.0000
Epoch 124/400
31/31 [==============================] - 5s 169ms/step - loss: 2.9942e-05 - accuracy: 1.0000
Epoch 125/400
31/31 [==============================] - 5s 170ms/step - loss: 3.6152e-05 - accuracy: 1.0000
Epoch 126/400
31/31 [==============================] - 5s 169ms/step - loss: 1.2520e-04 - accuracy: 1.0000
Epoch 127/400
31/31 [==============================] - 5s 170ms/step - loss: 1.2495e-04 - accuracy: 1.0000
Epoch 128/400
31/31 [==============================] - 5s 169ms/step - loss: 6.6357e-05 - accuracy: 1.0000
Epoch 129/400
31/31 [==============================] - 5s 170ms/step - loss: 2.6704e-04 - accuracy: 1.0000
Epoch 130/400
31/31 [==============================] - 5s 169ms/step - loss: 9.5015e-05 - accuracy: 1.0000
Epoch 131/400
31/31 [==============================] - 5s 169ms/step - loss: 1.0108e-04 - accuracy: 1.0000
Epoch 132/400
31/31 [==============================] - 5s 169ms/step - loss: 1.4055e-04 - accuracy: 1.0000
Epoch 133/400
31/31 [==============================] - 5s 170ms/step - loss: 3.1147e-04 - accuracy: 1.0000
Epoch 134/400
31/31 [==============================] - 5s 171ms/step - loss: 3.2920e-05 - accuracy: 1.0000
Epoch 135/400
31/31 [==============================] - 5s 170ms/step - loss: 4.0716e-05 - accuracy: 1.0000
Epoch 136/400
31/31 [==============================] - 5s 170ms/step - loss: 3.5277e-04 - accuracy: 1.0000
Epoch 137/400
31/31 [==============================] - 5s 170ms/step - loss: 4.9126e-05 - accuracy: 1.0000
Epoch 138/400
31/31 [==============================] - 5s 170ms/step - loss: 2.7316e-04 - accuracy: 1.0000
Epoch 139/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0083 - accuracy: 0.9990
Epoch 140/400
31/31 [==============================] - 5s 169ms/step - loss: 1.8666e-04 - accuracy: 1.0000
Epoch 141/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0038 - accuracy: 0.9990
Epoch 142/400
31/31 [==============================] - 5s 169ms/step - loss: 8.6799e-04 - accuracy: 1.0000
Epoch 143/400
31/31 [==============================] - 5s 169ms/step - loss: 1.0547e-04 - accuracy: 1.0000
Epoch 144/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 145/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0923e-04 - accuracy: 1.0000
Epoch 146/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0083 - accuracy: 0.9980
Epoch 147/400
31/31 [==============================] - 5s 169ms/step - loss: 6.7289e-04 - accuracy: 1.0000
Epoch 148/400
31/31 [==============================] - 5s 170ms/step - loss: 5.3937e-04 - accuracy: 1.0000
Epoch 149/400
31/31 [==============================] - 5s 169ms/step - loss: 1.5256e-04 - accuracy: 1.0000
Epoch 150/400
31/31 [==============================] - 5s 169ms/step - loss: 5.2320e-04 - accuracy: 1.0000
Epoch 151/400
31/31 [==============================] - 5s 170ms/step - loss: 5.0581e-05 - accuracy: 1.0000
Epoch 152/400
31/31 [==============================] - 5s 170ms/step - loss: 7.0573e-04 - accuracy: 1.0000
Epoch 153/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4307e-04 - accuracy: 1.0000
Epoch 154/400
31/31 [==============================] - 5s 170ms/step - loss: 1.6165e-04 - accuracy: 1.0000
Epoch 155/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 156/400
31/31 [==============================] - 5s 170ms/step - loss: 1.1993e-04 - accuracy: 1.0000
Epoch 157/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0038 - accuracy: 0.9990
Epoch 158/400
31/31 [==============================] - 5s 170ms/step - loss: 3.1899e-04 - accuracy: 1.0000
Epoch 159/400
31/31 [==============================] - 5s 170ms/step - loss: 8.5432e-04 - accuracy: 1.0000
Epoch 160/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 161/400
31/31 [==============================] - 5s 170ms/step - loss: 4.5990e-04 - accuracy: 1.0000
Epoch 162/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3777e-04 - accuracy: 1.0000
Epoch 163/400
31/31 [==============================] - 5s 170ms/step - loss: 3.3955e-05 - accuracy: 1.0000
Epoch 164/400
31/31 [==============================] - 5s 170ms/step - loss: 3.4002e-04 - accuracy: 1.0000
Epoch 165/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0081 - accuracy: 0.9990
Epoch 166/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 167/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 168/400
31/31 [==============================] - 5s 170ms/step - loss: 1.7371e-04 - accuracy: 1.0000
Epoch 169/400
31/31 [==============================] - 5s 170ms/step - loss: 3.1491e-05 - accuracy: 1.0000
Epoch 170/400
31/31 [==============================] - 5s 170ms/step - loss: 2.7857e-04 - accuracy: 1.0000
Epoch 171/400
31/31 [==============================] - 5s 170ms/step - loss: 1.9141e-04 - accuracy: 1.0000
Epoch 172/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0608e-04 - accuracy: 1.0000
Epoch 173/400
31/31 [==============================] - 5s 170ms/step - loss: 3.0620e-04 - accuracy: 1.0000
Epoch 174/400
31/31 [==============================] - 5s 170ms/step - loss: 7.6490e-05 - accuracy: 1.0000
Epoch 175/400
31/31 [==============================] - 5s 170ms/step - loss: 2.1461e-04 - accuracy: 1.0000
Epoch 176/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0032 - accuracy: 0.9990
Epoch 177/400
31/31 [==============================] - 5s 170ms/step - loss: 9.8300e-04 - accuracy: 1.0000
Epoch 178/400
31/31 [==============================] - 5s 169ms/step - loss: 5.1732e-04 - accuracy: 1.0000
Epoch 179/400
31/31 [==============================] - 5s 170ms/step - loss: 2.1573e-04 - accuracy: 1.0000
Epoch 180/400
31/31 [==============================] - 5s 170ms/step - loss: 7.7027e-05 - accuracy: 1.0000
Epoch 181/400
31/31 [==============================] - 5s 169ms/step - loss: 5.6813e-04 - accuracy: 1.0000
Epoch 182/400
31/31 [==============================] - 5s 170ms/step - loss: 2.5801e-05 - accuracy: 1.0000
Epoch 183/400
31/31 [==============================] - 5s 170ms/step - loss: 7.3994e-06 - accuracy: 1.0000
Epoch 184/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3360e-04 - accuracy: 1.0000
Epoch 185/400
31/31 [==============================] - 5s 170ms/step - loss: 1.7734e-05 - accuracy: 1.0000
Epoch 186/400
31/31 [==============================] - 5s 170ms/step - loss: 3.0315e-05 - accuracy: 1.0000
Epoch 187/400
31/31 [==============================] - 5s 170ms/step - loss: 2.4165e-05 - accuracy: 1.0000
Epoch 188/400
31/31 [==============================] - 5s 170ms/step - loss: 1.5044e-05 - accuracy: 1.0000
Epoch 189/400
31/31 [==============================] - 5s 170ms/step - loss: 2.0336e-05 - accuracy: 1.0000
Epoch 190/400
31/31 [==============================] - 5s 170ms/step - loss: 4.0884e-05 - accuracy: 1.0000
Epoch 191/400
31/31 [==============================] - 5s 170ms/step - loss: 5.5057e-04 - accuracy: 1.0000
Epoch 192/400
31/31 [==============================] - 5s 171ms/step - loss: 2.8410e-05 - accuracy: 1.0000
Epoch 193/400
31/31 [==============================] - 5s 170ms/step - loss: 2.8341e-05 - accuracy: 1.0000
Epoch 194/400
31/31 [==============================] - 5s 171ms/step - loss: 5.5109e-05 - accuracy: 1.0000
Epoch 195/400
31/31 [==============================] - 5s 170ms/step - loss: 1.7902e-05 - accuracy: 1.0000
Epoch 196/400
31/31 [==============================] - 5s 170ms/step - loss: 3.8612e-04 - accuracy: 1.0000
Epoch 197/400
31/31 [==============================] - 5s 170ms/step - loss: 1.1100e-04 - accuracy: 1.0000
Epoch 198/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 199/400
31/31 [==============================] - 5s 170ms/step - loss: 5.5182e-05 - accuracy: 1.0000
Epoch 200/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 201/400
31/31 [==============================] - 5s 170ms/step - loss: 5.5306e-04 - accuracy: 1.0000
Epoch 202/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3557e-04 - accuracy: 1.0000
Epoch 203/400
31/31 [==============================] - 5s 170ms/step - loss: 3.9708e-04 - accuracy: 1.0000
Epoch 204/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3201e-04 - accuracy: 1.0000
Epoch 205/400
31/31 [==============================] - 5s 170ms/step - loss: 4.3431e-05 - accuracy: 1.0000
Epoch 206/400
31/31 [==============================] - 5s 170ms/step - loss: 2.1270e-04 - accuracy: 1.0000
Epoch 207/400
31/31 [==============================] - 5s 170ms/step - loss: 3.6469e-05 - accuracy: 1.0000
Epoch 208/400
31/31 [==============================] - 5s 170ms/step - loss: 3.8507e-04 - accuracy: 1.0000
Epoch 209/400
31/31 [==============================] - 5s 170ms/step - loss: 3.8400e-05 - accuracy: 1.0000
Epoch 210/400
31/31 [==============================] - 5s 170ms/step - loss: 5.7004e-05 - accuracy: 1.0000
Epoch 211/400
31/31 [==============================] - 5s 170ms/step - loss: 5.4593e-05 - accuracy: 1.0000
Epoch 212/400
31/31 [==============================] - 5s 170ms/step - loss: 5.3058e-06 - accuracy: 1.0000
Epoch 213/400
31/31 [==============================] - 5s 171ms/step - loss: 1.2251e-05 - accuracy: 1.0000
Epoch 214/400
31/31 [==============================] - 5s 170ms/step - loss: 6.0449e-05 - accuracy: 1.0000
Epoch 215/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9950e-05 - accuracy: 1.0000
Epoch 216/400
31/31 [==============================] - 5s 170ms/step - loss: 5.1349e-04 - accuracy: 1.0000
Epoch 217/400
31/31 [==============================] - 5s 170ms/step - loss: 3.7986e-05 - accuracy: 1.0000
Epoch 218/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4075e-05 - accuracy: 1.0000
Epoch 219/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9443e-05 - accuracy: 1.0000
Epoch 220/400
31/31 [==============================] - 5s 170ms/step - loss: 2.0123e-04 - accuracy: 1.0000
Epoch 221/400
31/31 [==============================] - 5s 170ms/step - loss: 1.2181e-04 - accuracy: 1.0000
Epoch 222/400
31/31 [==============================] - 5s 170ms/step - loss: 2.6603e-06 - accuracy: 1.0000
Epoch 223/400
31/31 [==============================] - 5s 171ms/step - loss: 4.9387e-06 - accuracy: 1.0000
Epoch 224/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0036 - accuracy: 0.9990
Epoch 225/400
31/31 [==============================] - 5s 171ms/step - loss: 7.8219e-05 - accuracy: 1.0000
Epoch 226/400
31/31 [==============================] - 5s 171ms/step - loss: 2.5699e-04 - accuracy: 1.0000
Epoch 227/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0053 - accuracy: 0.9980
Epoch 228/400
31/31 [==============================] - 5s 170ms/step - loss: 4.3802e-04 - accuracy: 1.0000
Epoch 229/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0050 - accuracy: 0.9990
Epoch 230/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0038 - accuracy: 0.9990
Epoch 231/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3568e-04 - accuracy: 1.0000
Epoch 232/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0933e-05 - accuracy: 1.0000
Epoch 233/400
31/31 [==============================] - 5s 170ms/step - loss: 7.7732e-05 - accuracy: 1.0000
Epoch 234/400
31/31 [==============================] - 5s 171ms/step - loss: 4.4732e-05 - accuracy: 1.0000
Epoch 235/400
31/31 [==============================] - 5s 170ms/step - loss: 1.1497e-04 - accuracy: 1.0000
Epoch 236/400
31/31 [==============================] - 5s 170ms/step - loss: 2.6920e-05 - accuracy: 1.0000
Epoch 237/400
31/31 [==============================] - 5s 171ms/step - loss: 1.6681e-04 - accuracy: 1.0000
Epoch 238/400
31/31 [==============================] - 5s 170ms/step - loss: 6.8799e-04 - accuracy: 1.0000
Epoch 239/400
31/31 [==============================] - 5s 170ms/step - loss: 4.9164e-04 - accuracy: 1.0000
Epoch 240/400
31/31 [==============================] - 5s 171ms/step - loss: 1.0152e-05 - accuracy: 1.0000
Epoch 241/400
31/31 [==============================] - 5s 170ms/step - loss: 1.9291e-04 - accuracy: 1.0000
Epoch 242/400
31/31 [==============================] - 5s 171ms/step - loss: 3.9985e-05 - accuracy: 1.0000
Epoch 243/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0042 - accuracy: 0.9990
Epoch 244/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3581e-04 - accuracy: 1.0000
Epoch 245/400
31/31 [==============================] - 5s 169ms/step - loss: 7.7600e-05 - accuracy: 1.0000
Epoch 246/400
31/31 [==============================] - 5s 170ms/step - loss: 8.8923e-05 - accuracy: 1.0000
Epoch 247/400
31/31 [==============================] - 5s 169ms/step - loss: 6.9396e-05 - accuracy: 1.0000
Epoch 248/400
31/31 [==============================] - 5s 170ms/step - loss: 2.0207e-04 - accuracy: 1.0000
Epoch 249/400
31/31 [==============================] - 5s 170ms/step - loss: 9.2237e-05 - accuracy: 1.0000
Epoch 250/400
31/31 [==============================] - 5s 170ms/step - loss: 2.4332e-05 - accuracy: 1.0000
Epoch 251/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4474e-05 - accuracy: 1.0000
Epoch 252/400
31/31 [==============================] - 5s 170ms/step - loss: 7.6721e-05 - accuracy: 1.0000
Epoch 253/400
31/31 [==============================] - 5s 170ms/step - loss: 2.1331e-04 - accuracy: 1.0000
Epoch 254/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3352e-05 - accuracy: 1.0000
Epoch 255/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0010 - accuracy: 0.9990
Epoch 256/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3637e-04 - accuracy: 1.0000
Epoch 257/400
31/31 [==============================] - 5s 170ms/step - loss: 9.1909e-05 - accuracy: 1.0000
Epoch 258/400
31/31 [==============================] - 5s 170ms/step - loss: 4.8777e-05 - accuracy: 1.0000
Epoch 259/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3882e-04 - accuracy: 1.0000
Epoch 260/400
31/31 [==============================] - 5s 170ms/step - loss: 7.1834e-04 - accuracy: 1.0000
Epoch 261/400
31/31 [==============================] - 5s 170ms/step - loss: 1.7657e-05 - accuracy: 1.0000
Epoch 262/400
31/31 [==============================] - 5s 170ms/step - loss: 6.2657e-05 - accuracy: 1.0000
Epoch 263/400
31/31 [==============================] - 5s 170ms/step - loss: 6.6523e-06 - accuracy: 1.0000
Epoch 264/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0095 - accuracy: 0.9990
Epoch 265/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0026 - accuracy: 0.9990
Epoch 266/400
31/31 [==============================] - 5s 169ms/step - loss: 4.9887e-05 - accuracy: 1.0000
Epoch 267/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0023 - accuracy: 0.9990
Epoch 268/400
31/31 [==============================] - 5s 170ms/step - loss: 3.7694e-04 - accuracy: 1.0000
Epoch 269/400
31/31 [==============================] - 5s 169ms/step - loss: 4.2701e-05 - accuracy: 1.0000
Epoch 270/400
31/31 [==============================] - 5s 169ms/step - loss: 5.7442e-05 - accuracy: 1.0000
Epoch 271/400
31/31 [==============================] - 5s 169ms/step - loss: 2.0996e-05 - accuracy: 1.0000
Epoch 272/400
31/31 [==============================] - 5s 169ms/step - loss: 7.0128e-05 - accuracy: 1.0000
Epoch 273/400
31/31 [==============================] - 5s 169ms/step - loss: 5.2222e-05 - accuracy: 1.0000
Epoch 274/400
31/31 [==============================] - 5s 169ms/step - loss: 2.0873e-05 - accuracy: 1.0000
Epoch 275/400
31/31 [==============================] - 5s 169ms/step - loss: 3.1025e-05 - accuracy: 1.0000
Epoch 276/400
31/31 [==============================] - 5s 169ms/step - loss: 2.9363e-05 - accuracy: 1.0000
Epoch 277/400
31/31 [==============================] - 5s 169ms/step - loss: 1.2012e-05 - accuracy: 1.0000
Epoch 278/400
31/31 [==============================] - 5s 170ms/step - loss: 4.9333e-06 - accuracy: 1.0000
Epoch 279/400
31/31 [==============================] - 5s 169ms/step - loss: 4.6290e-05 - accuracy: 1.0000
Epoch 280/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0649e-05 - accuracy: 1.0000
Epoch 281/400
31/31 [==============================] - 5s 169ms/step - loss: 4.3480e-06 - accuracy: 1.0000
Epoch 282/400
31/31 [==============================] - 5s 169ms/step - loss: 7.1677e-06 - accuracy: 1.0000
Epoch 283/400
31/31 [==============================] - 5s 169ms/step - loss: 2.9268e-05 - accuracy: 1.0000
Epoch 284/400
31/31 [==============================] - 5s 169ms/step - loss: 2.2620e-05 - accuracy: 1.0000
Epoch 285/400
31/31 [==============================] - 5s 169ms/step - loss: 4.3679e-05 - accuracy: 1.0000
Epoch 286/400
31/31 [==============================] - 5s 169ms/step - loss: 2.3296e-06 - accuracy: 1.0000
Epoch 287/400
31/31 [==============================] - 5s 169ms/step - loss: 4.2954e-04 - accuracy: 1.0000
Epoch 288/400
31/31 [==============================] - 5s 170ms/step - loss: 3.9147e-05 - accuracy: 1.0000
Epoch 289/400
31/31 [==============================] - 5s 169ms/step - loss: 2.8558e-05 - accuracy: 1.0000
Epoch 290/400
31/31 [==============================] - 5s 169ms/step - loss: 2.6519e-05 - accuracy: 1.0000
Epoch 291/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0040 - accuracy: 0.9990
Epoch 292/400
31/31 [==============================] - 5s 169ms/step - loss: 4.5476e-05 - accuracy: 1.0000
Epoch 293/400
31/31 [==============================] - 5s 169ms/step - loss: 8.5517e-05 - accuracy: 1.0000
Epoch 294/400
31/31 [==============================] - 5s 169ms/step - loss: 1.3198e-05 - accuracy: 1.0000
Epoch 295/400
31/31 [==============================] - 5s 169ms/step - loss: 6.9890e-05 - accuracy: 1.0000
Epoch 296/400
31/31 [==============================] - 5s 169ms/step - loss: 1.6202e-04 - accuracy: 1.0000
Epoch 297/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0023 - accuracy: 0.9980
Epoch 298/400
31/31 [==============================] - 5s 169ms/step - loss: 2.1743e-04 - accuracy: 1.0000
Epoch 299/400
31/31 [==============================] - 5s 169ms/step - loss: 4.4684e-04 - accuracy: 1.0000
Epoch 300/400
31/31 [==============================] - 5s 169ms/step - loss: 8.1780e-05 - accuracy: 1.0000
Epoch 301/400
31/31 [==============================] - 5s 169ms/step - loss: 4.2551e-05 - accuracy: 1.0000
Epoch 302/400
31/31 [==============================] - 5s 169ms/step - loss: 1.0181e-05 - accuracy: 1.0000
Epoch 303/400
31/31 [==============================] - 5s 169ms/step - loss: 1.3576e-04 - accuracy: 1.0000
Epoch 304/400
31/31 [==============================] - 5s 170ms/step - loss: 5.0975e-04 - accuracy: 1.0000
Epoch 305/400
31/31 [==============================] - 5s 170ms/step - loss: 7.1875e-06 - accuracy: 1.0000
Epoch 306/400
31/31 [==============================] - 5s 170ms/step - loss: 1.6112e-05 - accuracy: 1.0000
Epoch 307/400
31/31 [==============================] - 5s 170ms/step - loss: 2.7717e-05 - accuracy: 1.0000
Epoch 308/400
31/31 [==============================] - 5s 169ms/step - loss: 6.3649e-06 - accuracy: 1.0000
Epoch 309/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0498e-04 - accuracy: 1.0000
Epoch 310/400
31/31 [==============================] - 5s 169ms/step - loss: 1.4790e-05 - accuracy: 1.0000
Epoch 311/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3482e-05 - accuracy: 1.0000
Epoch 312/400
31/31 [==============================] - 5s 170ms/step - loss: 4.0523e-05 - accuracy: 1.0000
Epoch 313/400
31/31 [==============================] - 5s 169ms/step - loss: 1.3966e-04 - accuracy: 1.0000
Epoch 314/400
31/31 [==============================] - 5s 170ms/step - loss: 5.5876e-04 - accuracy: 1.0000
Epoch 315/400
31/31 [==============================] - 5s 170ms/step - loss: 3.0015e-05 - accuracy: 1.0000
Epoch 316/400
31/31 [==============================] - 5s 170ms/step - loss: 5.9207e-06 - accuracy: 1.0000
Epoch 317/400
31/31 [==============================] - 5s 170ms/step - loss: 7.0482e-06 - accuracy: 1.0000
Epoch 318/400
31/31 [==============================] - 5s 170ms/step - loss: 4.5704e-04 - accuracy: 1.0000
Epoch 319/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0397e-04 - accuracy: 1.0000
Epoch 320/400
31/31 [==============================] - 5s 170ms/step - loss: 5.0711e-04 - accuracy: 1.0000
Epoch 321/400
31/31 [==============================] - 5s 170ms/step - loss: 5.2716e-05 - accuracy: 1.0000
Epoch 322/400
31/31 [==============================] - 5s 169ms/step - loss: 2.0265e-06 - accuracy: 1.0000
Epoch 323/400
31/31 [==============================] - 5s 170ms/step - loss: 2.5369e-06 - accuracy: 1.0000
Epoch 324/400
31/31 [==============================] - 5s 170ms/step - loss: 3.9284e-06 - accuracy: 1.0000
Epoch 325/400
31/31 [==============================] - 5s 169ms/step - loss: 1.0963e-06 - accuracy: 1.0000
Epoch 326/400
31/31 [==============================] - 5s 170ms/step - loss: 4.0915e-04 - accuracy: 1.0000
Epoch 327/400
31/31 [==============================] - 5s 169ms/step - loss: 4.2733e-05 - accuracy: 1.0000
Epoch 328/400
31/31 [==============================] - 5s 169ms/step - loss: 3.9195e-06 - accuracy: 1.0000
Epoch 329/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0071 - accuracy: 0.9990
Epoch 330/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0019 - accuracy: 0.9990
Epoch 331/400
31/31 [==============================] - 5s 169ms/step - loss: 4.9421e-04 - accuracy: 1.0000
Epoch 332/400
31/31 [==============================] - 5s 169ms/step - loss: 3.1296e-06 - accuracy: 1.0000
Epoch 333/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4980e-05 - accuracy: 1.0000
Epoch 334/400
31/31 [==============================] - 5s 170ms/step - loss: 2.1341e-04 - accuracy: 1.0000
Epoch 335/400
31/31 [==============================] - 5s 169ms/step - loss: 4.2951e-06 - accuracy: 1.0000
Epoch 336/400
31/31 [==============================] - 5s 169ms/step - loss: 2.1391e-04 - accuracy: 1.0000
Epoch 337/400
31/31 [==============================] - 5s 169ms/step - loss: 1.8630e-06 - accuracy: 1.0000
Epoch 338/400
31/31 [==============================] - 5s 169ms/step - loss: 3.3519e-05 - accuracy: 1.0000
Epoch 339/400
31/31 [==============================] - 5s 169ms/step - loss: 5.6923e-06 - accuracy: 1.0000
Epoch 340/400
31/31 [==============================] - 5s 169ms/step - loss: 2.1808e-06 - accuracy: 1.0000
Epoch 341/400
31/31 [==============================] - 5s 170ms/step - loss: 1.2407e-05 - accuracy: 1.0000
Epoch 342/400
31/31 [==============================] - 5s 169ms/step - loss: 3.0273e-06 - accuracy: 1.0000
Epoch 343/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 344/400
31/31 [==============================] - 5s 169ms/step - loss: 1.4941e-04 - accuracy: 1.0000
Epoch 345/400
31/31 [==============================] - 5s 169ms/step - loss: 3.5915e-06 - accuracy: 1.0000
Epoch 346/400
31/31 [==============================] - 5s 169ms/step - loss: 9.6620e-06 - accuracy: 1.0000
Epoch 347/400
31/31 [==============================] - 5s 170ms/step - loss: 2.6112e-04 - accuracy: 1.0000
Epoch 348/400
31/31 [==============================] - 5s 170ms/step - loss: 3.1710e-05 - accuracy: 1.0000
Epoch 349/400
31/31 [==============================] - 5s 170ms/step - loss: 3.1752e-06 - accuracy: 1.0000
Epoch 350/400
31/31 [==============================] - 5s 170ms/step - loss: 3.9825e-05 - accuracy: 1.0000
Epoch 351/400
31/31 [==============================] - 5s 169ms/step - loss: 5.7486e-05 - accuracy: 1.0000
Epoch 352/400
31/31 [==============================] - 5s 170ms/step - loss: 2.2698e-06 - accuracy: 1.0000
Epoch 353/400
31/31 [==============================] - 5s 170ms/step - loss: 5.8735e-04 - accuracy: 1.0000
Epoch 354/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0025 - accuracy: 0.9990
Epoch 355/400
31/31 [==============================] - 5s 170ms/step - loss: 1.7206e-05 - accuracy: 1.0000
Epoch 356/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0178e-05 - accuracy: 1.0000
Epoch 357/400
31/31 [==============================] - 5s 170ms/step - loss: 1.7456e-05 - accuracy: 1.0000
Epoch 358/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 359/400
31/31 [==============================] - 5s 169ms/step - loss: 5.4951e-04 - accuracy: 1.0000
Epoch 360/400
31/31 [==============================] - 5s 170ms/step - loss: 1.1783e-05 - accuracy: 1.0000
Epoch 361/400
31/31 [==============================] - 5s 169ms/step - loss: 3.5306e-06 - accuracy: 1.0000
Epoch 362/400
31/31 [==============================] - 5s 170ms/step - loss: 1.6415e-05 - accuracy: 1.0000
Epoch 363/400
31/31 [==============================] - 5s 169ms/step - loss: 5.3290e-06 - accuracy: 1.0000
Epoch 364/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3317e-05 - accuracy: 1.0000
Epoch 365/400
31/31 [==============================] - 5s 170ms/step - loss: 2.2332e-05 - accuracy: 1.0000
Epoch 366/400
31/31 [==============================] - 5s 169ms/step - loss: 3.0144e-06 - accuracy: 1.0000
Epoch 367/400
31/31 [==============================] - 5s 170ms/step - loss: 1.9770e-05 - accuracy: 1.0000
Epoch 368/400
31/31 [==============================] - 5s 169ms/step - loss: 3.5343e-06 - accuracy: 1.0000
Epoch 369/400
31/31 [==============================] - 5s 170ms/step - loss: 2.2529e-06 - accuracy: 1.0000
Epoch 370/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9290e-06 - accuracy: 1.0000
Epoch 371/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 372/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3064e-04 - accuracy: 1.0000
Epoch 373/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 374/400
31/31 [==============================] - 5s 170ms/step - loss: 8.7414e-06 - accuracy: 1.0000
Epoch 375/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0305e-04 - accuracy: 1.0000
Epoch 376/400
31/31 [==============================] - 5s 170ms/step - loss: 1.1746e-04 - accuracy: 1.0000
Epoch 377/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3054e-05 - accuracy: 1.0000
Epoch 378/400
31/31 [==============================] - 5s 170ms/step - loss: 1.1423e-05 - accuracy: 1.0000
Epoch 379/400
31/31 [==============================] - 5s 170ms/step - loss: 4.4487e-05 - accuracy: 1.0000
Epoch 380/400
31/31 [==============================] - 5s 170ms/step - loss: 1.9369e-06 - accuracy: 1.0000
Epoch 381/400
31/31 [==============================] - 5s 170ms/step - loss: 3.9110e-04 - accuracy: 1.0000
Epoch 382/400
31/31 [==============================] - 5s 170ms/step - loss: 3.7204e-04 - accuracy: 1.0000
Epoch 383/400
31/31 [==============================] - 5s 169ms/step - loss: 9.5154e-06 - accuracy: 1.0000
Epoch 384/400
31/31 [==============================] - 5s 170ms/step - loss: 4.2124e-06 - accuracy: 1.0000
Epoch 385/400
31/31 [==============================] - 5s 169ms/step - loss: 2.6708e-04 - accuracy: 1.0000
Epoch 386/400
31/31 [==============================] - 5s 170ms/step - loss: 1.9673e-06 - accuracy: 1.0000
Epoch 387/400
31/31 [==============================] - 5s 169ms/step - loss: 2.2581e-05 - accuracy: 1.0000
Epoch 388/400
31/31 [==============================] - 5s 169ms/step - loss: 3.7726e-07 - accuracy: 1.0000
Epoch 389/400
31/31 [==============================] - 5s 170ms/step - loss: 6.6090e-04 - accuracy: 1.0000
Epoch 390/400
31/31 [==============================] - 5s 169ms/step - loss: 3.1315e-06 - accuracy: 1.0000
Epoch 391/400
31/31 [==============================] - 5s 169ms/step - loss: 2.2416e-05 - accuracy: 1.0000
Epoch 392/400
31/31 [==============================] - 5s 169ms/step - loss: 4.1213e-04 - accuracy: 1.0000
Epoch 393/400
31/31 [==============================] - 5s 170ms/step - loss: 3.4162e-04 - accuracy: 1.0000
Epoch 394/400
31/31 [==============================] - 5s 171ms/step - loss: 1.4283e-05 - accuracy: 1.0000
Epoch 395/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3478e-04 - accuracy: 1.0000
Epoch 396/400
31/31 [==============================] - 5s 170ms/step - loss: 7.5161e-08 - accuracy: 1.0000
Epoch 397/400
31/31 [==============================] - 5s 171ms/step - loss: 1.0193e-06 - accuracy: 1.0000
Epoch 398/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0032 - accuracy: 0.9990
Epoch 399/400
31/31 [==============================] - 5s 170ms/step - loss: 1.8452e-04 - accuracy: 1.0000
Epoch 400/400
31/31 [==============================] - 5s 170ms/step - loss: 2.7805e-06 - accuracy: 1.0000
Epoch 1/400
31/31 [==============================] - 5s 166ms/step - loss: 7.5264 - accuracy: 0.0122
Epoch 2/400
31/31 [==============================] - 5s 166ms/step - loss: 5.1939 - accuracy: 0.0183
Epoch 3/400
31/31 [==============================] - 5s 167ms/step - loss: 4.7994 - accuracy: 0.0834
Epoch 4/400
31/31 [==============================] - 5s 168ms/step - loss: 3.5213 - accuracy: 0.2859
Epoch 5/400
31/31 [==============================] - 5s 170ms/step - loss: 2.0688 - accuracy: 0.5605
Epoch 6/400
31/31 [==============================] - 5s 170ms/step - loss: 1.1031 - accuracy: 0.7518
Epoch 7/400
31/31 [==============================] - 5s 169ms/step - loss: 0.6033 - accuracy: 0.8820
Epoch 8/400
31/31 [==============================] - 5s 169ms/step - loss: 0.3520 - accuracy: 0.9247
Epoch 9/400
31/31 [==============================] - 5s 170ms/step - loss: 0.2808 - accuracy: 0.9288
Epoch 10/400
31/31 [==============================] - 5s 169ms/step - loss: 0.1934 - accuracy: 0.9664
Epoch 11/400
31/31 [==============================] - 5s 169ms/step - loss: 0.1773 - accuracy: 0.9644
Epoch 12/400
31/31 [==============================] - 5s 169ms/step - loss: 0.1064 - accuracy: 0.9746
Epoch 13/400
31/31 [==============================] - 5s 168ms/step - loss: 0.1182 - accuracy: 0.9776
Epoch 14/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0786 - accuracy: 0.9847
Epoch 15/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0987 - accuracy: 0.9786
Epoch 16/400
31/31 [==============================] - 5s 169ms/step - loss: 0.1012 - accuracy: 0.9847
Epoch 17/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0774 - accuracy: 0.9888
Epoch 18/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0815 - accuracy: 0.9868
Epoch 19/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0386 - accuracy: 0.9929
Epoch 20/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0349 - accuracy: 0.9939
Epoch 21/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0560 - accuracy: 0.9919
Epoch 22/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0622 - accuracy: 0.9868
Epoch 23/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0596 - accuracy: 0.9898
Epoch 24/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0337 - accuracy: 0.9939
Epoch 25/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0280 - accuracy: 0.9949
Epoch 26/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0307 - accuracy: 0.9939
Epoch 27/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0431 - accuracy: 0.9949
Epoch 28/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0361 - accuracy: 0.9919
Epoch 29/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0221 - accuracy: 0.9969
Epoch 30/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0295 - accuracy: 0.9929
Epoch 31/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0287 - accuracy: 0.9949
Epoch 32/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0345 - accuracy: 0.9949
Epoch 33/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0139 - accuracy: 0.9980
Epoch 34/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0253 - accuracy: 0.9949
Epoch 35/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0347 - accuracy: 0.9939
Epoch 36/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0279 - accuracy: 0.9959
Epoch 37/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0137 - accuracy: 0.9969
Epoch 38/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0154 - accuracy: 0.9969
Epoch 39/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0115 - accuracy: 0.9980
Epoch 40/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0203 - accuracy: 0.9980
Epoch 41/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0154 - accuracy: 0.9990
Epoch 42/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0247 - accuracy: 0.9959
Epoch 43/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0091 - accuracy: 0.9980
Epoch 44/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0084 - accuracy: 0.9980
Epoch 45/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0147 - accuracy: 0.9969
Epoch 46/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0137 - accuracy: 0.9959
Epoch 47/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0175 - accuracy: 0.9980
Epoch 48/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0186 - accuracy: 0.9969
Epoch 49/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0118 - accuracy: 0.9969
Epoch 50/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0089 - accuracy: 0.9980
Epoch 51/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0109 - accuracy: 0.9980
Epoch 52/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0086 - accuracy: 0.9969
Epoch 53/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0084 - accuracy: 0.9969
Epoch 54/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0206 - accuracy: 0.9949
Epoch 55/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0051 - accuracy: 0.9990
Epoch 56/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 0.9990
Epoch 57/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0120 - accuracy: 0.9959
Epoch 58/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0135 - accuracy: 0.9980
Epoch 59/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0076 - accuracy: 0.9980
Epoch 60/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0120 - accuracy: 0.9969
Epoch 61/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0046 - accuracy: 1.0000
Epoch 62/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0070 - accuracy: 0.9990
Epoch 63/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0074 - accuracy: 0.9969
Epoch 64/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0077 - accuracy: 0.9990
Epoch 65/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 66/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0130 - accuracy: 0.9980
Epoch 67/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 68/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0227 - accuracy: 0.9980
Epoch 69/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0122 - accuracy: 0.9980
Epoch 70/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0057 - accuracy: 0.9980
Epoch 71/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0032 - accuracy: 1.0000
Epoch 72/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0105 - accuracy: 0.9949
Epoch 73/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0181 - accuracy: 0.9949
Epoch 74/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0050 - accuracy: 0.9990
Epoch 75/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0075 - accuracy: 0.9980
Epoch 76/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0076 - accuracy: 0.9990
Epoch 77/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0084 - accuracy: 0.9969
Epoch 78/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0097 - accuracy: 0.9969
Epoch 79/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 80/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0048 - accuracy: 0.9980
Epoch 81/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0158 - accuracy: 0.9980
Epoch 82/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 83/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0032 - accuracy: 0.9980
Epoch 84/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0039 - accuracy: 0.9980
Epoch 85/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0034 - accuracy: 1.0000
Epoch 86/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0020 - accuracy: 1.0000
Epoch 87/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 0.9990
Epoch 88/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 89/400
31/31 [==============================] - 5s 170ms/step - loss: 7.4302e-04 - accuracy: 1.0000
Epoch 90/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0074 - accuracy: 0.9980
Epoch 91/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0087 - accuracy: 0.9980
Epoch 92/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0029 - accuracy: 0.9990
Epoch 93/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0043 - accuracy: 0.9990
Epoch 94/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0031 - accuracy: 0.9990
Epoch 95/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0153 - accuracy: 0.9980
Epoch 96/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 97/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 98/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0058 - accuracy: 0.9980
Epoch 99/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0023 - accuracy: 0.9990
Epoch 100/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0035 - accuracy: 0.9980
Epoch 101/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0084 - accuracy: 0.9980
Epoch 102/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0071 - accuracy: 0.9980
Epoch 103/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 104/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0056 - accuracy: 0.9980
Epoch 105/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 106/400
31/31 [==============================] - 5s 170ms/step - loss: 9.7319e-04 - accuracy: 1.0000
Epoch 107/400
31/31 [==============================] - 5s 170ms/step - loss: 5.2147e-04 - accuracy: 1.0000
Epoch 108/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 1.0000
Epoch 109/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0030 - accuracy: 0.9990
Epoch 110/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0027 - accuracy: 0.9990
Epoch 111/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 112/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 113/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0063 - accuracy: 0.9990
Epoch 114/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0069 - accuracy: 0.9980
Epoch 115/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0112 - accuracy: 0.9990
Epoch 116/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 117/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 118/400
31/31 [==============================] - 5s 170ms/step - loss: 3.2736e-04 - accuracy: 1.0000
Epoch 119/400
31/31 [==============================] - 5s 171ms/step - loss: 7.0650e-04 - accuracy: 1.0000
Epoch 120/400
31/31 [==============================] - 5s 170ms/step - loss: 8.3027e-04 - accuracy: 1.0000
Epoch 121/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 122/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0026 - accuracy: 0.9980
Epoch 123/400
31/31 [==============================] - 5s 170ms/step - loss: 3.3894e-04 - accuracy: 1.0000
Epoch 124/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0014 - accuracy: 0.9990
Epoch 125/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0020 - accuracy: 0.9990
Epoch 126/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 127/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0031 - accuracy: 0.9990
Epoch 128/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 129/400
31/31 [==============================] - 5s 171ms/step - loss: 6.9560e-04 - accuracy: 1.0000
Epoch 130/400
31/31 [==============================] - 5s 170ms/step - loss: 5.2288e-04 - accuracy: 1.0000
Epoch 131/400
31/31 [==============================] - 5s 171ms/step - loss: 2.4019e-04 - accuracy: 1.0000
Epoch 132/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 0.9990
Epoch 133/400
31/31 [==============================] - 5s 170ms/step - loss: 8.5558e-04 - accuracy: 1.0000
Epoch 134/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 135/400
31/31 [==============================] - 5s 170ms/step - loss: 8.9196e-04 - accuracy: 1.0000
Epoch 136/400
31/31 [==============================] - 5s 170ms/step - loss: 4.8997e-04 - accuracy: 1.0000
Epoch 137/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0093 - accuracy: 0.9990
Epoch 138/400
31/31 [==============================] - 5s 171ms/step - loss: 1.6580e-04 - accuracy: 1.0000
Epoch 139/400
31/31 [==============================] - 5s 170ms/step - loss: 2.8208e-04 - accuracy: 1.0000
Epoch 140/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0025 - accuracy: 0.9990
Epoch 141/400
31/31 [==============================] - 5s 170ms/step - loss: 3.9664e-04 - accuracy: 1.0000
Epoch 142/400
31/31 [==============================] - 5s 170ms/step - loss: 2.2431e-04 - accuracy: 1.0000
Epoch 143/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0076 - accuracy: 0.9980
Epoch 144/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0060 - accuracy: 0.9990
Epoch 145/400
31/31 [==============================] - 5s 170ms/step - loss: 8.1387e-04 - accuracy: 1.0000
Epoch 146/400
31/31 [==============================] - 5s 171ms/step - loss: 7.0120e-04 - accuracy: 1.0000
Epoch 147/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0065 - accuracy: 0.9980
Epoch 148/400
31/31 [==============================] - 5s 171ms/step - loss: 9.5207e-05 - accuracy: 1.0000
Epoch 149/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0046 - accuracy: 0.9980
Epoch 150/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0037 - accuracy: 0.9990
Epoch 151/400
31/31 [==============================] - 5s 171ms/step - loss: 6.9984e-04 - accuracy: 1.0000
Epoch 152/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 153/400
31/31 [==============================] - 5s 170ms/step - loss: 3.5494e-04 - accuracy: 1.0000
Epoch 154/400
31/31 [==============================] - 5s 171ms/step - loss: 1.2962e-04 - accuracy: 1.0000
Epoch 155/400
31/31 [==============================] - 5s 171ms/step - loss: 7.4950e-05 - accuracy: 1.0000
Epoch 156/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0027 - accuracy: 0.9990
Epoch 157/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0020 - accuracy: 0.9990
Epoch 158/400
31/31 [==============================] - 5s 171ms/step - loss: 3.6863e-04 - accuracy: 1.0000
Epoch 159/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0028 - accuracy: 0.9990
Epoch 160/400
31/31 [==============================] - 5s 171ms/step - loss: 7.3634e-04 - accuracy: 1.0000
Epoch 161/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 162/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0026 - accuracy: 0.9990
Epoch 163/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0020 - accuracy: 1.0000
Epoch 164/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0078 - accuracy: 0.9990
Epoch 165/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0025 - accuracy: 0.9990
Epoch 166/400
31/31 [==============================] - 5s 171ms/step - loss: 5.5077e-04 - accuracy: 1.0000
Epoch 167/400
31/31 [==============================] - 5s 171ms/step - loss: 3.3879e-04 - accuracy: 1.0000
Epoch 168/400
31/31 [==============================] - 5s 171ms/step - loss: 4.3309e-04 - accuracy: 1.0000
Epoch 169/400
31/31 [==============================] - 5s 171ms/step - loss: 1.4174e-04 - accuracy: 1.0000
Epoch 170/400
31/31 [==============================] - 5s 171ms/step - loss: 2.0096e-04 - accuracy: 1.0000
Epoch 171/400
31/31 [==============================] - 5s 171ms/step - loss: 6.9128e-04 - accuracy: 1.0000
Epoch 172/400
31/31 [==============================] - 5s 171ms/step - loss: 5.7237e-04 - accuracy: 1.0000
Epoch 173/400
31/31 [==============================] - 5s 171ms/step - loss: 1.2117e-04 - accuracy: 1.0000
Epoch 174/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0029 - accuracy: 0.9980
Epoch 175/400
31/31 [==============================] - 5s 171ms/step - loss: 5.5056e-04 - accuracy: 1.0000
Epoch 176/400
31/31 [==============================] - 5s 171ms/step - loss: 7.8724e-04 - accuracy: 1.0000
Epoch 177/400
31/31 [==============================] - 5s 171ms/step - loss: 6.5619e-04 - accuracy: 1.0000
Epoch 178/400
31/31 [==============================] - 5s 171ms/step - loss: 2.3340e-05 - accuracy: 1.0000
Epoch 179/400
31/31 [==============================] - 5s 171ms/step - loss: 1.1438e-04 - accuracy: 1.0000
Epoch 180/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9096e-04 - accuracy: 1.0000
Epoch 181/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 182/400
31/31 [==============================] - 5s 171ms/step - loss: 5.8767e-04 - accuracy: 1.0000
Epoch 183/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0055 - accuracy: 0.9990
Epoch 184/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 185/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0025 - accuracy: 1.0000
Epoch 186/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0024 - accuracy: 0.9990
Epoch 187/400
31/31 [==============================] - 5s 171ms/step - loss: 4.0932e-04 - accuracy: 1.0000
Epoch 188/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 0.9990
Epoch 189/400
31/31 [==============================] - 5s 171ms/step - loss: 9.7099e-04 - accuracy: 1.0000
Epoch 190/400
31/31 [==============================] - 5s 171ms/step - loss: 4.9993e-04 - accuracy: 1.0000
Epoch 191/400
31/31 [==============================] - 5s 170ms/step - loss: 2.8017e-04 - accuracy: 1.0000
Epoch 192/400
31/31 [==============================] - 5s 171ms/step - loss: 2.9397e-04 - accuracy: 1.0000
Epoch 193/400
31/31 [==============================] - 5s 170ms/step - loss: 1.9318e-04 - accuracy: 1.0000
Epoch 194/400
31/31 [==============================] - 5s 171ms/step - loss: 8.2405e-04 - accuracy: 1.0000
Epoch 195/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 196/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0072e-04 - accuracy: 1.0000
Epoch 197/400
31/31 [==============================] - 5s 171ms/step - loss: 2.3378e-04 - accuracy: 1.0000
Epoch 198/400
31/31 [==============================] - 5s 171ms/step - loss: 3.3073e-04 - accuracy: 1.0000
Epoch 199/400
31/31 [==============================] - 5s 171ms/step - loss: 1.1079e-04 - accuracy: 1.0000
Epoch 200/400
31/31 [==============================] - 5s 170ms/step - loss: 4.0983e-05 - accuracy: 1.0000
Epoch 201/400
31/31 [==============================] - 5s 171ms/step - loss: 7.1264e-04 - accuracy: 1.0000
Epoch 202/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0968e-04 - accuracy: 1.0000
Epoch 203/400
31/31 [==============================] - 5s 171ms/step - loss: 2.1140e-04 - accuracy: 1.0000
Epoch 204/400
31/31 [==============================] - 5s 170ms/step - loss: 5.5526e-05 - accuracy: 1.0000
Epoch 205/400
31/31 [==============================] - 5s 171ms/step - loss: 1.1915e-04 - accuracy: 1.0000
Epoch 206/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9199e-04 - accuracy: 1.0000
Epoch 207/400
31/31 [==============================] - 5s 170ms/step - loss: 7.9642e-05 - accuracy: 1.0000
Epoch 208/400
31/31 [==============================] - 5s 170ms/step - loss: 1.2726e-04 - accuracy: 1.0000
Epoch 209/400
31/31 [==============================] - 5s 170ms/step - loss: 7.4748e-04 - accuracy: 1.0000
Epoch 210/400
31/31 [==============================] - 5s 171ms/step - loss: 6.9205e-05 - accuracy: 1.0000
Epoch 211/400
31/31 [==============================] - 5s 171ms/step - loss: 3.5804e-04 - accuracy: 1.0000
Epoch 212/400
31/31 [==============================] - 5s 171ms/step - loss: 3.3711e-04 - accuracy: 1.0000
Epoch 213/400
31/31 [==============================] - 5s 171ms/step - loss: 8.6353e-04 - accuracy: 1.0000
Epoch 214/400
31/31 [==============================] - 5s 170ms/step - loss: 1.8739e-04 - accuracy: 1.0000
Epoch 215/400
31/31 [==============================] - 5s 171ms/step - loss: 5.6214e-05 - accuracy: 1.0000
Epoch 216/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 217/400
31/31 [==============================] - 5s 171ms/step - loss: 9.8574e-04 - accuracy: 0.9990
Epoch 218/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3293e-04 - accuracy: 1.0000
Epoch 219/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0151 - accuracy: 0.9990
Epoch 220/400
31/31 [==============================] - 5s 170ms/step - loss: 4.4989e-04 - accuracy: 1.0000
Epoch 221/400
31/31 [==============================] - 5s 170ms/step - loss: 2.6858e-04 - accuracy: 1.0000
Epoch 222/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0069 - accuracy: 0.9990
Epoch 223/400
31/31 [==============================] - 5s 170ms/step - loss: 9.3672e-05 - accuracy: 1.0000
Epoch 224/400
31/31 [==============================] - 5s 171ms/step - loss: 2.7190e-04 - accuracy: 1.0000
Epoch 225/400
31/31 [==============================] - 5s 170ms/step - loss: 4.8689e-04 - accuracy: 1.0000
Epoch 226/400
31/31 [==============================] - 5s 170ms/step - loss: 7.6381e-05 - accuracy: 1.0000
Epoch 227/400
31/31 [==============================] - 5s 171ms/step - loss: 9.8145e-05 - accuracy: 1.0000
Epoch 228/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0011 - accuracy: 0.9990
Epoch 229/400
31/31 [==============================] - 5s 170ms/step - loss: 3.8542e-05 - accuracy: 1.0000
Epoch 230/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3937e-04 - accuracy: 1.0000
Epoch 231/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0010 - accuracy: 0.9990
Epoch 232/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9294e-05 - accuracy: 1.0000
Epoch 233/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0054 - accuracy: 0.9990
Epoch 234/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3603e-04 - accuracy: 1.0000
Epoch 235/400
31/31 [==============================] - 5s 171ms/step - loss: 8.4186e-05 - accuracy: 1.0000
Epoch 236/400
31/31 [==============================] - 5s 171ms/step - loss: 9.8314e-05 - accuracy: 1.0000
Epoch 237/400
31/31 [==============================] - 5s 171ms/step - loss: 3.0250e-05 - accuracy: 1.0000
Epoch 238/400
31/31 [==============================] - 5s 171ms/step - loss: 1.7454e-04 - accuracy: 1.0000
Epoch 239/400
31/31 [==============================] - 5s 171ms/step - loss: 8.0926e-05 - accuracy: 1.0000
Epoch 240/400
31/31 [==============================] - 5s 171ms/step - loss: 1.4628e-04 - accuracy: 1.0000
Epoch 241/400
31/31 [==============================] - 5s 171ms/step - loss: 3.8226e-04 - accuracy: 1.0000
Epoch 242/400
31/31 [==============================] - 5s 171ms/step - loss: 1.2237e-04 - accuracy: 1.0000
Epoch 243/400
31/31 [==============================] - 5s 171ms/step - loss: 1.3758e-04 - accuracy: 1.0000
Epoch 244/400
31/31 [==============================] - 5s 171ms/step - loss: 2.4619e-05 - accuracy: 1.0000
Epoch 245/400
31/31 [==============================] - 5s 171ms/step - loss: 7.6304e-06 - accuracy: 1.0000
Epoch 246/400
31/31 [==============================] - 5s 171ms/step - loss: 7.4471e-05 - accuracy: 1.0000
Epoch 247/400
31/31 [==============================] - 5s 171ms/step - loss: 1.6656e-04 - accuracy: 1.0000
Epoch 248/400
31/31 [==============================] - 5s 171ms/step - loss: 9.4324e-05 - accuracy: 1.0000
Epoch 249/400
31/31 [==============================] - 5s 171ms/step - loss: 1.6355e-04 - accuracy: 1.0000
Epoch 250/400
31/31 [==============================] - 5s 171ms/step - loss: 4.2476e-05 - accuracy: 1.0000
Epoch 251/400
31/31 [==============================] - 5s 171ms/step - loss: 3.3774e-04 - accuracy: 1.0000
Epoch 252/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0037 - accuracy: 0.9990
Epoch 253/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 254/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0054 - accuracy: 0.9980
Epoch 255/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0091 - accuracy: 0.9990
Epoch 256/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4784e-04 - accuracy: 1.0000
Epoch 257/400
31/31 [==============================] - 5s 171ms/step - loss: 6.1936e-05 - accuracy: 1.0000
Epoch 258/400
31/31 [==============================] - 5s 171ms/step - loss: 1.4507e-04 - accuracy: 1.0000
Epoch 259/400
31/31 [==============================] - 5s 171ms/step - loss: 3.6044e-05 - accuracy: 1.0000
Epoch 260/400
31/31 [==============================] - 5s 171ms/step - loss: 5.2569e-04 - accuracy: 1.0000
Epoch 261/400
31/31 [==============================] - 5s 171ms/step - loss: 9.8989e-05 - accuracy: 1.0000
Epoch 262/400
31/31 [==============================] - 5s 171ms/step - loss: 5.7460e-04 - accuracy: 1.0000
Epoch 263/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0036 - accuracy: 0.9990
Epoch 264/400
31/31 [==============================] - 5s 170ms/step - loss: 3.0328e-04 - accuracy: 1.0000
Epoch 265/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0038 - accuracy: 0.9990
Epoch 266/400
31/31 [==============================] - 5s 170ms/step - loss: 3.8530e-04 - accuracy: 1.0000
Epoch 267/400
31/31 [==============================] - 5s 171ms/step - loss: 3.7832e-04 - accuracy: 1.0000
Epoch 268/400
31/31 [==============================] - 5s 171ms/step - loss: 7.6187e-05 - accuracy: 1.0000
Epoch 269/400
31/31 [==============================] - 5s 170ms/step - loss: 7.4006e-04 - accuracy: 1.0000
Epoch 270/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0034 - accuracy: 0.9990
Epoch 271/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0030 - accuracy: 0.9990
Epoch 272/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0031 - accuracy: 0.9990
Epoch 273/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0055 - accuracy: 0.9990
Epoch 274/400
31/31 [==============================] - 5s 171ms/step - loss: 9.8185e-05 - accuracy: 1.0000
Epoch 275/400
31/31 [==============================] - 5s 171ms/step - loss: 4.2849e-04 - accuracy: 1.0000
Epoch 276/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 277/400
31/31 [==============================] - 5s 171ms/step - loss: 4.2930e-04 - accuracy: 1.0000
Epoch 278/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 279/400
31/31 [==============================] - 5s 171ms/step - loss: 3.0411e-04 - accuracy: 1.0000
Epoch 280/400
31/31 [==============================] - 5s 171ms/step - loss: 1.1140e-04 - accuracy: 1.0000
Epoch 281/400
31/31 [==============================] - 5s 171ms/step - loss: 2.9980e-04 - accuracy: 1.0000
Epoch 282/400
31/31 [==============================] - 5s 171ms/step - loss: 2.1758e-05 - accuracy: 1.0000
Epoch 283/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 284/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0027 - accuracy: 0.9990
Epoch 285/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0043 - accuracy: 0.9990
Epoch 286/400
31/31 [==============================] - 5s 170ms/step - loss: 3.1757e-05 - accuracy: 1.0000
Epoch 287/400
31/31 [==============================] - 5s 171ms/step - loss: 2.1744e-05 - accuracy: 1.0000
Epoch 288/400
31/31 [==============================] - 5s 171ms/step - loss: 8.2771e-06 - accuracy: 1.0000
Epoch 289/400
31/31 [==============================] - 5s 171ms/step - loss: 5.1685e-05 - accuracy: 1.0000
Epoch 290/400
31/31 [==============================] - 5s 171ms/step - loss: 1.9633e-04 - accuracy: 1.0000
Epoch 291/400
31/31 [==============================] - 5s 171ms/step - loss: 2.6661e-05 - accuracy: 1.0000
Epoch 292/400
31/31 [==============================] - 5s 171ms/step - loss: 2.6985e-04 - accuracy: 1.0000
Epoch 293/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 294/400
31/31 [==============================] - 5s 171ms/step - loss: 4.3104e-05 - accuracy: 1.0000
Epoch 295/400
31/31 [==============================] - 5s 170ms/step - loss: 7.4886e-05 - accuracy: 1.0000
Epoch 296/400
31/31 [==============================] - 5s 171ms/step - loss: 3.2218e-05 - accuracy: 1.0000
Epoch 297/400
31/31 [==============================] - 5s 170ms/step - loss: 3.2797e-05 - accuracy: 1.0000
Epoch 298/400
31/31 [==============================] - 5s 171ms/step - loss: 1.9916e-04 - accuracy: 1.0000
Epoch 299/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0033 - accuracy: 0.9990
Epoch 300/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 301/400
31/31 [==============================] - 5s 171ms/step - loss: 5.5853e-04 - accuracy: 1.0000
Epoch 302/400
31/31 [==============================] - 5s 171ms/step - loss: 6.6662e-05 - accuracy: 1.0000
Epoch 303/400
31/31 [==============================] - 5s 171ms/step - loss: 1.5528e-04 - accuracy: 1.0000
Epoch 304/400
31/31 [==============================] - 5s 171ms/step - loss: 3.4156e-04 - accuracy: 1.0000
Epoch 305/400
31/31 [==============================] - 5s 171ms/step - loss: 4.7409e-05 - accuracy: 1.0000
Epoch 306/400
31/31 [==============================] - 5s 171ms/step - loss: 1.4543e-04 - accuracy: 1.0000
Epoch 307/400
31/31 [==============================] - 5s 171ms/step - loss: 3.1773e-05 - accuracy: 1.0000
Epoch 308/400
31/31 [==============================] - 5s 171ms/step - loss: 4.0039e-05 - accuracy: 1.0000
Epoch 309/400
31/31 [==============================] - 5s 171ms/step - loss: 1.0407e-05 - accuracy: 1.0000
Epoch 310/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0026 - accuracy: 0.9990
Epoch 311/400
31/31 [==============================] - 5s 171ms/step - loss: 3.1349e-05 - accuracy: 1.0000
Epoch 312/400
31/31 [==============================] - 5s 171ms/step - loss: 1.3907e-04 - accuracy: 1.0000
Epoch 313/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0047 - accuracy: 0.9990
Epoch 314/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 315/400
31/31 [==============================] - 5s 171ms/step - loss: 2.2307e-04 - accuracy: 1.0000
Epoch 316/400
31/31 [==============================] - 5s 171ms/step - loss: 6.5653e-05 - accuracy: 1.0000
Epoch 317/400
31/31 [==============================] - 5s 171ms/step - loss: 9.2112e-04 - accuracy: 1.0000
Epoch 318/400
31/31 [==============================] - 5s 170ms/step - loss: 8.1545e-05 - accuracy: 1.0000
Epoch 319/400
31/31 [==============================] - 5s 171ms/step - loss: 5.2370e-06 - accuracy: 1.0000
Epoch 320/400
31/31 [==============================] - 5s 171ms/step - loss: 2.2783e-04 - accuracy: 1.0000
Epoch 321/400
31/31 [==============================] - 5s 171ms/step - loss: 1.6931e-05 - accuracy: 1.0000
Epoch 322/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 323/400
31/31 [==============================] - 5s 170ms/step - loss: 9.5527e-06 - accuracy: 1.0000
Epoch 324/400
31/31 [==============================] - 5s 171ms/step - loss: 2.9708e-05 - accuracy: 1.0000
Epoch 325/400
31/31 [==============================] - 5s 170ms/step - loss: 2.5260e-05 - accuracy: 1.0000
Epoch 326/400
31/31 [==============================] - 5s 170ms/step - loss: 3.1772e-06 - accuracy: 1.0000
Epoch 327/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 328/400
31/31 [==============================] - 5s 171ms/step - loss: 5.8724e-05 - accuracy: 1.0000
Epoch 329/400
31/31 [==============================] - 5s 170ms/step - loss: 8.7772e-05 - accuracy: 1.0000
Epoch 330/400
31/31 [==============================] - 5s 170ms/step - loss: 3.8632e-05 - accuracy: 1.0000
Epoch 331/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 332/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0064 - accuracy: 0.9990
Epoch 333/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 334/400
31/31 [==============================] - 5s 170ms/step - loss: 6.2960e-05 - accuracy: 1.0000
Epoch 335/400
31/31 [==============================] - 5s 171ms/step - loss: 1.7210e-05 - accuracy: 1.0000
Epoch 336/400
31/31 [==============================] - 5s 170ms/step - loss: 8.2542e-06 - accuracy: 1.0000
Epoch 337/400
31/31 [==============================] - 5s 171ms/step - loss: 1.8373e-04 - accuracy: 1.0000
Epoch 338/400
31/31 [==============================] - 5s 171ms/step - loss: 7.2904e-06 - accuracy: 1.0000
Epoch 339/400
31/31 [==============================] - 5s 171ms/step - loss: 1.0521e-04 - accuracy: 1.0000
Epoch 340/400
31/31 [==============================] - 5s 170ms/step - loss: 2.1966e-05 - accuracy: 1.0000
Epoch 341/400
31/31 [==============================] - 5s 170ms/step - loss: 4.6463e-05 - accuracy: 1.0000
Epoch 342/400
31/31 [==============================] - 5s 171ms/step - loss: 6.3446e-05 - accuracy: 1.0000
Epoch 343/400
31/31 [==============================] - 5s 170ms/step - loss: 9.9570e-06 - accuracy: 1.0000
Epoch 344/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0048 - accuracy: 0.9990
Epoch 345/400
31/31 [==============================] - 5s 171ms/step - loss: 4.3638e-04 - accuracy: 1.0000
Epoch 346/400
31/31 [==============================] - 5s 170ms/step - loss: 3.6680e-04 - accuracy: 1.0000
Epoch 347/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0046 - accuracy: 0.9990
Epoch 348/400
31/31 [==============================] - 5s 170ms/step - loss: 6.8965e-05 - accuracy: 1.0000
Epoch 349/400
31/31 [==============================] - 5s 171ms/step - loss: 4.1165e-05 - accuracy: 1.0000
Epoch 350/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0675e-05 - accuracy: 1.0000
Epoch 351/400
31/31 [==============================] - 5s 171ms/step - loss: 8.3120e-04 - accuracy: 1.0000
Epoch 352/400
31/31 [==============================] - 5s 171ms/step - loss: 5.2546e-05 - accuracy: 1.0000
Epoch 353/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 0.9990
Epoch 354/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0025 - accuracy: 0.9990
Epoch 355/400
31/31 [==============================] - 5s 170ms/step - loss: 2.2772e-04 - accuracy: 1.0000
Epoch 356/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9349e-04 - accuracy: 1.0000
Epoch 357/400
31/31 [==============================] - 5s 171ms/step - loss: 6.3869e-05 - accuracy: 1.0000
Epoch 358/400
31/31 [==============================] - 5s 171ms/step - loss: 7.1735e-05 - accuracy: 1.0000
Epoch 359/400
31/31 [==============================] - 5s 170ms/step - loss: 9.9997e-04 - accuracy: 0.9990
Epoch 360/400
31/31 [==============================] - 5s 171ms/step - loss: 9.0254e-05 - accuracy: 1.0000
Epoch 361/400
31/31 [==============================] - 5s 170ms/step - loss: 1.6031e-05 - accuracy: 1.0000
Epoch 362/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4621e-04 - accuracy: 1.0000
Epoch 363/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9830e-06 - accuracy: 1.0000
Epoch 364/400
31/31 [==============================] - 5s 170ms/step - loss: 8.5070e-06 - accuracy: 1.0000
Epoch 365/400
31/31 [==============================] - 5s 170ms/step - loss: 8.1695e-04 - accuracy: 1.0000
Epoch 366/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4949e-04 - accuracy: 1.0000
Epoch 367/400
31/31 [==============================] - 5s 171ms/step - loss: 2.4452e-05 - accuracy: 1.0000
Epoch 368/400
31/31 [==============================] - 5s 170ms/step - loss: 1.9450e-05 - accuracy: 1.0000
Epoch 369/400
31/31 [==============================] - 5s 170ms/step - loss: 2.8042e-05 - accuracy: 1.0000
Epoch 370/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4436e-04 - accuracy: 1.0000
Epoch 371/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0089 - accuracy: 0.9990
Epoch 372/400
31/31 [==============================] - 5s 170ms/step - loss: 3.1007e-04 - accuracy: 1.0000
Epoch 373/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 374/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9980
Epoch 375/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3790e-04 - accuracy: 1.0000
Epoch 376/400
31/31 [==============================] - 5s 170ms/step - loss: 5.0446e-05 - accuracy: 1.0000
Epoch 377/400
31/31 [==============================] - 5s 170ms/step - loss: 9.6923e-05 - accuracy: 1.0000
Epoch 378/400
31/31 [==============================] - 5s 170ms/step - loss: 3.8349e-05 - accuracy: 1.0000
Epoch 379/400
31/31 [==============================] - 5s 170ms/step - loss: 5.5790e-05 - accuracy: 1.0000
Epoch 380/400
31/31 [==============================] - 5s 170ms/step - loss: 4.1470e-05 - accuracy: 1.0000
Epoch 381/400
31/31 [==============================] - 5s 171ms/step - loss: 1.8766e-05 - accuracy: 1.0000
Epoch 382/400
31/31 [==============================] - 5s 170ms/step - loss: 1.5955e-04 - accuracy: 1.0000
Epoch 383/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 384/400
31/31 [==============================] - 5s 170ms/step - loss: 6.4189e-05 - accuracy: 1.0000
Epoch 385/400
31/31 [==============================] - 5s 171ms/step - loss: 1.3205e-04 - accuracy: 1.0000
Epoch 386/400
31/31 [==============================] - 5s 170ms/step - loss: 4.1607e-05 - accuracy: 1.0000
Epoch 387/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0055 - accuracy: 0.9990
Epoch 388/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 389/400
31/31 [==============================] - 5s 171ms/step - loss: 2.2388e-05 - accuracy: 1.0000
Epoch 390/400
31/31 [==============================] - 5s 171ms/step - loss: 4.2646e-05 - accuracy: 1.0000
Epoch 391/400
31/31 [==============================] - 5s 171ms/step - loss: 6.6509e-06 - accuracy: 1.0000
Epoch 392/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0019 - accuracy: 0.9990
Epoch 393/400
31/31 [==============================] - 5s 170ms/step - loss: 8.3697e-06 - accuracy: 1.0000
Epoch 394/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 395/400
31/31 [==============================] - 5s 171ms/step - loss: 1.6686e-04 - accuracy: 1.0000
Epoch 396/400
31/31 [==============================] - 5s 171ms/step - loss: 1.9790e-05 - accuracy: 1.0000
Epoch 397/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 398/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0032 - accuracy: 0.9990
Epoch 399/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0262 - accuracy: 0.9990
Epoch 400/400
31/31 [==============================] - 5s 169ms/step - loss: 4.7624e-05 - accuracy: 1.0000
Epoch 1/400
30/30 [==============================] - 5s 164ms/step - loss: 7.6547 - accuracy: 0.0116
Epoch 2/400
30/30 [==============================] - 5s 165ms/step - loss: 5.1467 - accuracy: 0.0328
Epoch 3/400
30/30 [==============================] - 5s 166ms/step - loss: 4.4977 - accuracy: 0.1101
Epoch 4/400
30/30 [==============================] - 5s 167ms/step - loss: 3.2353 - accuracy: 0.3545
Epoch 5/400
30/30 [==============================] - 5s 169ms/step - loss: 1.9201 - accuracy: 0.6085
Epoch 6/400
30/30 [==============================] - 5s 170ms/step - loss: 0.9857 - accuracy: 0.7947
Epoch 7/400
30/30 [==============================] - 5s 171ms/step - loss: 0.5408 - accuracy: 0.8836
Epoch 8/400
30/30 [==============================] - 5s 172ms/step - loss: 0.3178 - accuracy: 0.9365
Epoch 9/400
30/30 [==============================] - 5s 171ms/step - loss: 0.2215 - accuracy: 0.9608
Epoch 10/400
30/30 [==============================] - 5s 170ms/step - loss: 0.1472 - accuracy: 0.9735
Epoch 11/400
30/30 [==============================] - 5s 169ms/step - loss: 0.1053 - accuracy: 0.9852
Epoch 12/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0609 - accuracy: 0.9905
Epoch 13/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0726 - accuracy: 0.9841
Epoch 14/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0497 - accuracy: 0.9926
Epoch 15/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0355 - accuracy: 0.9905
Epoch 16/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0489 - accuracy: 0.9915
Epoch 17/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0484 - accuracy: 0.9894
Epoch 18/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0317 - accuracy: 0.9926
Epoch 19/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0438 - accuracy: 0.9915
Epoch 20/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0236 - accuracy: 0.9968
Epoch 21/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0181 - accuracy: 0.9968
Epoch 22/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0313 - accuracy: 0.9937
Epoch 23/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0079 - accuracy: 0.9979
Epoch 24/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0054 - accuracy: 0.9989
Epoch 25/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0145 - accuracy: 0.9979
Epoch 26/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0111 - accuracy: 0.9958
Epoch 27/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0145 - accuracy: 0.9968
Epoch 28/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0159 - accuracy: 0.9968
Epoch 29/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0104 - accuracy: 0.9968
Epoch 30/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0079 - accuracy: 0.9989
Epoch 31/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0212 - accuracy: 0.9937
Epoch 32/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0142 - accuracy: 0.9947
Epoch 33/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0050 - accuracy: 0.9979
Epoch 34/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0053 - accuracy: 0.9989
Epoch 35/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0056 - accuracy: 0.9979
Epoch 36/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0044 - accuracy: 0.9989
Epoch 37/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 38/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0083 - accuracy: 0.9979
Epoch 39/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0319 - accuracy: 0.9926
Epoch 40/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0047 - accuracy: 0.9989
Epoch 41/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 42/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0029 - accuracy: 0.9989
Epoch 43/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 44/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0207 - accuracy: 0.9958
Epoch 45/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0059 - accuracy: 0.9979
Epoch 46/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0021 - accuracy: 0.9989
Epoch 47/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0159 - accuracy: 0.9968
Epoch 48/400
30/30 [==============================] - 5s 170ms/step - loss: 6.4541e-04 - accuracy: 1.0000
Epoch 49/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0076 - accuracy: 0.9968
Epoch 50/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0116 - accuracy: 0.9968
Epoch 51/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0085 - accuracy: 0.9979
Epoch 52/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0071 - accuracy: 0.9979
Epoch 53/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0073 - accuracy: 0.9979
Epoch 54/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0032 - accuracy: 1.0000
Epoch 55/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9989
Epoch 56/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0143 - accuracy: 0.9968
Epoch 57/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0042 - accuracy: 0.9989
Epoch 58/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0026 - accuracy: 0.9989
Epoch 59/400
30/30 [==============================] - 5s 169ms/step - loss: 7.5251e-04 - accuracy: 1.0000
Epoch 60/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0034 - accuracy: 0.9989
Epoch 61/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0021 - accuracy: 1.0000
Epoch 62/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0108 - accuracy: 0.9989
Epoch 63/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0024 - accuracy: 0.9989
Epoch 64/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 65/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0137 - accuracy: 0.9968
Epoch 66/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0075 - accuracy: 0.9989
Epoch 67/400
30/30 [==============================] - 5s 169ms/step - loss: 8.5868e-04 - accuracy: 1.0000
Epoch 68/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0023 - accuracy: 0.9989
Epoch 69/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 70/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0071 - accuracy: 0.9989
Epoch 71/400
30/30 [==============================] - 5s 170ms/step - loss: 6.0182e-04 - accuracy: 1.0000
Epoch 72/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0070 - accuracy: 0.9979
Epoch 73/400
30/30 [==============================] - 5s 170ms/step - loss: 6.3539e-04 - accuracy: 1.0000
Epoch 74/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0030 - accuracy: 0.9989
Epoch 75/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0054 - accuracy: 0.9989
Epoch 76/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0022 - accuracy: 1.0000
Epoch 77/400
30/30 [==============================] - 5s 170ms/step - loss: 4.1632e-04 - accuracy: 1.0000
Epoch 78/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0096 - accuracy: 0.9989
Epoch 79/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 80/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0057 - accuracy: 0.9989
Epoch 81/400
30/30 [==============================] - 5s 170ms/step - loss: 5.9071e-04 - accuracy: 1.0000
Epoch 82/400
30/30 [==============================] - 5s 170ms/step - loss: 6.4935e-04 - accuracy: 1.0000
Epoch 83/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9989
Epoch 84/400
30/30 [==============================] - 5s 170ms/step - loss: 5.6674e-04 - accuracy: 1.0000
Epoch 85/400
30/30 [==============================] - 5s 170ms/step - loss: 2.5838e-04 - accuracy: 1.0000
Epoch 86/400
30/30 [==============================] - 5s 170ms/step - loss: 9.5825e-04 - accuracy: 1.0000
Epoch 87/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 88/400
30/30 [==============================] - 5s 170ms/step - loss: 4.0185e-04 - accuracy: 1.0000
Epoch 89/400
30/30 [==============================] - 5s 170ms/step - loss: 7.8206e-04 - accuracy: 1.0000
Epoch 90/400
30/30 [==============================] - 5s 170ms/step - loss: 8.5380e-04 - accuracy: 0.9989
Epoch 91/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0091 - accuracy: 0.9979
Epoch 92/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 93/400
30/30 [==============================] - 5s 170ms/step - loss: 3.2450e-04 - accuracy: 1.0000
Epoch 94/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0091 - accuracy: 0.9979
Epoch 95/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0031 - accuracy: 0.9989
Epoch 96/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0035 - accuracy: 0.9989
Epoch 97/400
30/30 [==============================] - 5s 170ms/step - loss: 7.5729e-04 - accuracy: 1.0000
Epoch 98/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0021 - accuracy: 0.9989
Epoch 99/400
30/30 [==============================] - 5s 169ms/step - loss: 2.8295e-04 - accuracy: 1.0000
Epoch 100/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3055e-04 - accuracy: 1.0000
Epoch 101/400
30/30 [==============================] - 5s 170ms/step - loss: 2.4744e-04 - accuracy: 1.0000
Epoch 102/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0029 - accuracy: 0.9989
Epoch 103/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0059 - accuracy: 0.9989
Epoch 104/400
30/30 [==============================] - 5s 170ms/step - loss: 3.9224e-04 - accuracy: 1.0000
Epoch 105/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 106/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3887e-04 - accuracy: 1.0000
Epoch 107/400
30/30 [==============================] - 5s 169ms/step - loss: 2.2920e-04 - accuracy: 1.0000
Epoch 108/400
30/30 [==============================] - 5s 170ms/step - loss: 3.0607e-04 - accuracy: 1.0000
Epoch 109/400
30/30 [==============================] - 5s 170ms/step - loss: 1.1751e-04 - accuracy: 1.0000
Epoch 110/400
30/30 [==============================] - 5s 170ms/step - loss: 1.8654e-04 - accuracy: 1.0000
Epoch 111/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0352e-04 - accuracy: 1.0000
Epoch 112/400
30/30 [==============================] - 5s 170ms/step - loss: 1.2861e-04 - accuracy: 1.0000
Epoch 113/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0077 - accuracy: 0.9989
Epoch 114/400
30/30 [==============================] - 5s 170ms/step - loss: 4.6192e-04 - accuracy: 1.0000
Epoch 115/400
30/30 [==============================] - 5s 170ms/step - loss: 4.5756e-04 - accuracy: 1.0000
Epoch 116/400
30/30 [==============================] - 5s 170ms/step - loss: 2.2712e-04 - accuracy: 1.0000
Epoch 117/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9989
Epoch 118/400
30/30 [==============================] - 5s 170ms/step - loss: 3.3314e-04 - accuracy: 1.0000
Epoch 119/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9989
Epoch 120/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0016 - accuracy: 0.9989
Epoch 121/400
30/30 [==============================] - 5s 169ms/step - loss: 3.3175e-04 - accuracy: 1.0000
Epoch 122/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 0.9989
Epoch 123/400
30/30 [==============================] - 5s 170ms/step - loss: 3.2110e-05 - accuracy: 1.0000
Epoch 124/400
30/30 [==============================] - 5s 170ms/step - loss: 9.7562e-05 - accuracy: 1.0000
Epoch 125/400
30/30 [==============================] - 5s 170ms/step - loss: 5.4160e-04 - accuracy: 1.0000
Epoch 126/400
30/30 [==============================] - 5s 170ms/step - loss: 3.3528e-04 - accuracy: 1.0000
Epoch 127/400
30/30 [==============================] - 5s 170ms/step - loss: 1.6219e-04 - accuracy: 1.0000
Epoch 128/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0062 - accuracy: 0.9979
Epoch 129/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 130/400
30/30 [==============================] - 5s 170ms/step - loss: 2.3500e-04 - accuracy: 1.0000
Epoch 131/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0035 - accuracy: 0.9989
Epoch 132/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0059 - accuracy: 0.9989
Epoch 133/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 134/400
30/30 [==============================] - 5s 170ms/step - loss: 4.6927e-04 - accuracy: 1.0000
Epoch 135/400
30/30 [==============================] - 5s 170ms/step - loss: 1.8831e-04 - accuracy: 1.0000
Epoch 136/400
30/30 [==============================] - 5s 171ms/step - loss: 3.2910e-04 - accuracy: 1.0000
Epoch 137/400
30/30 [==============================] - 5s 170ms/step - loss: 3.4401e-04 - accuracy: 1.0000
Epoch 138/400
30/30 [==============================] - 5s 170ms/step - loss: 1.4078e-04 - accuracy: 1.0000
Epoch 139/400
30/30 [==============================] - 5s 170ms/step - loss: 2.7606e-04 - accuracy: 1.0000
Epoch 140/400
30/30 [==============================] - 5s 170ms/step - loss: 6.0305e-04 - accuracy: 1.0000
Epoch 141/400
30/30 [==============================] - 5s 170ms/step - loss: 3.7713e-04 - accuracy: 1.0000
Epoch 142/400
30/30 [==============================] - 5s 170ms/step - loss: 2.3484e-04 - accuracy: 1.0000
Epoch 143/400
30/30 [==============================] - 5s 170ms/step - loss: 7.4314e-05 - accuracy: 1.0000
Epoch 144/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0190 - accuracy: 0.9989
Epoch 145/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0031 - accuracy: 1.0000
Epoch 146/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0032 - accuracy: 0.9989
Epoch 147/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0060 - accuracy: 1.0000
Epoch 148/400
30/30 [==============================] - 5s 170ms/step - loss: 7.7887e-04 - accuracy: 1.0000
Epoch 149/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9989
Epoch 150/400
30/30 [==============================] - 5s 170ms/step - loss: 4.9102e-04 - accuracy: 1.0000
Epoch 151/400
30/30 [==============================] - 5s 170ms/step - loss: 6.3669e-04 - accuracy: 1.0000
Epoch 152/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0014 - accuracy: 0.9989
Epoch 153/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0536e-04 - accuracy: 1.0000
Epoch 154/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5782e-04 - accuracy: 1.0000
Epoch 155/400
30/30 [==============================] - 5s 170ms/step - loss: 9.4815e-04 - accuracy: 0.9989
Epoch 156/400
30/30 [==============================] - 5s 169ms/step - loss: 6.2334e-05 - accuracy: 1.0000
Epoch 157/400
30/30 [==============================] - 5s 170ms/step - loss: 1.2258e-04 - accuracy: 1.0000
Epoch 158/400
30/30 [==============================] - 5s 170ms/step - loss: 4.6795e-04 - accuracy: 1.0000
Epoch 159/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0024 - accuracy: 0.9989
Epoch 160/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0022 - accuracy: 0.9989
Epoch 161/400
30/30 [==============================] - 5s 170ms/step - loss: 6.7414e-04 - accuracy: 1.0000
Epoch 162/400
30/30 [==============================] - 5s 170ms/step - loss: 1.3013e-04 - accuracy: 1.0000
Epoch 163/400
30/30 [==============================] - 5s 169ms/step - loss: 7.8025e-05 - accuracy: 1.0000
Epoch 164/400
30/30 [==============================] - 5s 169ms/step - loss: 2.9108e-04 - accuracy: 1.0000
Epoch 165/400
30/30 [==============================] - 5s 169ms/step - loss: 4.6330e-04 - accuracy: 1.0000
Epoch 166/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0481e-04 - accuracy: 1.0000
Epoch 167/400
30/30 [==============================] - 5s 169ms/step - loss: 4.7482e-05 - accuracy: 1.0000
Epoch 168/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8584e-04 - accuracy: 1.0000
Epoch 169/400
30/30 [==============================] - 5s 171ms/step - loss: 1.1469e-04 - accuracy: 1.0000
Epoch 170/400
30/30 [==============================] - 5s 169ms/step - loss: 8.0912e-05 - accuracy: 1.0000
Epoch 171/400
30/30 [==============================] - 5s 170ms/step - loss: 1.4240e-04 - accuracy: 1.0000
Epoch 172/400
30/30 [==============================] - 5s 169ms/step - loss: 5.7086e-04 - accuracy: 1.0000
Epoch 173/400
30/30 [==============================] - 5s 169ms/step - loss: 9.6183e-04 - accuracy: 0.9989
Epoch 174/400
30/30 [==============================] - 5s 169ms/step - loss: 5.8188e-05 - accuracy: 1.0000
Epoch 175/400
30/30 [==============================] - 5s 170ms/step - loss: 1.6777e-04 - accuracy: 1.0000
Epoch 176/400
30/30 [==============================] - 5s 170ms/step - loss: 1.0325e-04 - accuracy: 1.0000
Epoch 177/400
30/30 [==============================] - 5s 170ms/step - loss: 3.7713e-05 - accuracy: 1.0000
Epoch 178/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0037 - accuracy: 0.9989
Epoch 179/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9989
Epoch 180/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0013 - accuracy: 0.9989
Epoch 181/400
30/30 [==============================] - 5s 170ms/step - loss: 9.2752e-05 - accuracy: 1.0000
Epoch 182/400
30/30 [==============================] - 5s 170ms/step - loss: 9.1539e-05 - accuracy: 1.0000
Epoch 183/400
30/30 [==============================] - 5s 170ms/step - loss: 6.2486e-05 - accuracy: 1.0000
Epoch 184/400
30/30 [==============================] - 5s 170ms/step - loss: 4.9504e-05 - accuracy: 1.0000
Epoch 185/400
30/30 [==============================] - 5s 170ms/step - loss: 4.8038e-05 - accuracy: 1.0000
Epoch 186/400
30/30 [==============================] - 5s 170ms/step - loss: 7.9903e-04 - accuracy: 1.0000
Epoch 187/400
30/30 [==============================] - 5s 170ms/step - loss: 8.2465e-05 - accuracy: 1.0000
Epoch 188/400
30/30 [==============================] - 5s 170ms/step - loss: 2.3302e-05 - accuracy: 1.0000
Epoch 189/400
30/30 [==============================] - 5s 170ms/step - loss: 2.7100e-05 - accuracy: 1.0000
Epoch 190/400
30/30 [==============================] - 5s 170ms/step - loss: 3.9947e-05 - accuracy: 1.0000
Epoch 191/400
30/30 [==============================] - 5s 170ms/step - loss: 2.3697e-05 - accuracy: 1.0000
Epoch 192/400
30/30 [==============================] - 5s 170ms/step - loss: 5.9009e-04 - accuracy: 1.0000
Epoch 193/400
30/30 [==============================] - 5s 170ms/step - loss: 5.7610e-05 - accuracy: 1.0000
Epoch 194/400
30/30 [==============================] - 5s 169ms/step - loss: 4.1383e-05 - accuracy: 1.0000
Epoch 195/400
30/30 [==============================] - 5s 170ms/step - loss: 1.4672e-04 - accuracy: 1.0000
Epoch 196/400
30/30 [==============================] - 5s 170ms/step - loss: 2.5692e-05 - accuracy: 1.0000
Epoch 197/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0032 - accuracy: 0.9989
Epoch 198/400
30/30 [==============================] - 5s 170ms/step - loss: 4.7461e-04 - accuracy: 1.0000
Epoch 199/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0021 - accuracy: 0.9989
Epoch 200/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0054 - accuracy: 0.9989
Epoch 201/400
30/30 [==============================] - 5s 168ms/step - loss: 2.5096e-04 - accuracy: 1.0000
Epoch 202/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0022 - accuracy: 0.9989
Epoch 203/400
30/30 [==============================] - 5s 169ms/step - loss: 9.4648e-04 - accuracy: 0.9989
Epoch 204/400
30/30 [==============================] - 5s 169ms/step - loss: 3.9642e-04 - accuracy: 1.0000
Epoch 205/400
30/30 [==============================] - 5s 169ms/step - loss: 2.4205e-04 - accuracy: 1.0000
Epoch 206/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 207/400
30/30 [==============================] - 5s 169ms/step - loss: 1.4659e-04 - accuracy: 1.0000
Epoch 208/400
30/30 [==============================] - 5s 170ms/step - loss: 3.6821e-04 - accuracy: 1.0000
Epoch 209/400
30/30 [==============================] - 5s 169ms/step - loss: 4.4996e-05 - accuracy: 1.0000
Epoch 210/400
30/30 [==============================] - 5s 169ms/step - loss: 1.9483e-05 - accuracy: 1.0000
Epoch 211/400
30/30 [==============================] - 5s 169ms/step - loss: 2.8239e-04 - accuracy: 1.0000
Epoch 212/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1655e-04 - accuracy: 1.0000
Epoch 213/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3255e-04 - accuracy: 1.0000
Epoch 214/400
30/30 [==============================] - 5s 169ms/step - loss: 1.4637e-04 - accuracy: 1.0000
Epoch 215/400
30/30 [==============================] - 5s 169ms/step - loss: 5.1611e-05 - accuracy: 1.0000
Epoch 216/400
30/30 [==============================] - 5s 169ms/step - loss: 2.5616e-04 - accuracy: 1.0000
Epoch 217/400
30/30 [==============================] - 5s 169ms/step - loss: 7.9658e-05 - accuracy: 1.0000
Epoch 218/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0123e-05 - accuracy: 1.0000
Epoch 219/400
30/30 [==============================] - 5s 169ms/step - loss: 2.4613e-05 - accuracy: 1.0000
Epoch 220/400
30/30 [==============================] - 5s 169ms/step - loss: 4.1245e-05 - accuracy: 1.0000
Epoch 221/400
30/30 [==============================] - 5s 169ms/step - loss: 8.1214e-05 - accuracy: 1.0000
Epoch 222/400
30/30 [==============================] - 5s 169ms/step - loss: 1.6482e-04 - accuracy: 1.0000
Epoch 223/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1866e-04 - accuracy: 1.0000
Epoch 224/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3176e-05 - accuracy: 1.0000
Epoch 225/400
30/30 [==============================] - 5s 169ms/step - loss: 3.2715e-05 - accuracy: 1.0000
Epoch 226/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0048 - accuracy: 0.9989
Epoch 227/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 228/400
30/30 [==============================] - 5s 169ms/step - loss: 8.4204e-05 - accuracy: 1.0000
Epoch 229/400
30/30 [==============================] - 5s 169ms/step - loss: 1.9246e-05 - accuracy: 1.0000
Epoch 230/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0047 - accuracy: 0.9989
Epoch 231/400
30/30 [==============================] - 5s 169ms/step - loss: 8.6303e-06 - accuracy: 1.0000
Epoch 232/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1580e-05 - accuracy: 1.0000
Epoch 233/400
30/30 [==============================] - 5s 169ms/step - loss: 1.7114e-04 - accuracy: 1.0000
Epoch 234/400
30/30 [==============================] - 5s 169ms/step - loss: 5.1100e-05 - accuracy: 1.0000
Epoch 235/400
30/30 [==============================] - 5s 169ms/step - loss: 1.6828e-04 - accuracy: 1.0000
Epoch 236/400
30/30 [==============================] - 5s 169ms/step - loss: 8.4667e-06 - accuracy: 1.0000
Epoch 237/400
30/30 [==============================] - 5s 169ms/step - loss: 6.7511e-04 - accuracy: 1.0000
Epoch 238/400
30/30 [==============================] - 5s 169ms/step - loss: 8.9304e-05 - accuracy: 1.0000
Epoch 239/400
30/30 [==============================] - 5s 169ms/step - loss: 3.1204e-05 - accuracy: 1.0000
Epoch 240/400
30/30 [==============================] - 5s 170ms/step - loss: 1.7009e-04 - accuracy: 1.0000
Epoch 241/400
30/30 [==============================] - 5s 170ms/step - loss: 4.2408e-05 - accuracy: 1.0000
Epoch 242/400
30/30 [==============================] - 5s 169ms/step - loss: 1.2389e-05 - accuracy: 1.0000
Epoch 243/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8278e-05 - accuracy: 1.0000
Epoch 244/400
30/30 [==============================] - 5s 169ms/step - loss: 1.4321e-05 - accuracy: 1.0000
Epoch 245/400
30/30 [==============================] - 5s 169ms/step - loss: 7.3161e-05 - accuracy: 1.0000
Epoch 246/400
30/30 [==============================] - 5s 169ms/step - loss: 4.8067e-05 - accuracy: 1.0000
Epoch 247/400
30/30 [==============================] - 5s 169ms/step - loss: 5.5546e-05 - accuracy: 1.0000
Epoch 248/400
30/30 [==============================] - 5s 170ms/step - loss: 7.9111e-06 - accuracy: 1.0000
Epoch 249/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5778e-05 - accuracy: 1.0000
Epoch 250/400
30/30 [==============================] - 5s 169ms/step - loss: 5.3399e-06 - accuracy: 1.0000
Epoch 251/400
30/30 [==============================] - 5s 169ms/step - loss: 5.2674e-06 - accuracy: 1.0000
Epoch 252/400
30/30 [==============================] - 5s 169ms/step - loss: 6.9289e-05 - accuracy: 1.0000
Epoch 253/400
30/30 [==============================] - 5s 169ms/step - loss: 1.6705e-05 - accuracy: 1.0000
Epoch 254/400
30/30 [==============================] - 5s 169ms/step - loss: 8.6336e-06 - accuracy: 1.0000
Epoch 255/400
30/30 [==============================] - 5s 169ms/step - loss: 8.2244e-05 - accuracy: 1.0000
Epoch 256/400
30/30 [==============================] - 5s 169ms/step - loss: 8.2600e-06 - accuracy: 1.0000
Epoch 257/400
30/30 [==============================] - 5s 169ms/step - loss: 2.5846e-05 - accuracy: 1.0000
Epoch 258/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0350e-05 - accuracy: 1.0000
Epoch 259/400
30/30 [==============================] - 5s 169ms/step - loss: 1.4795e-05 - accuracy: 1.0000
Epoch 260/400
30/30 [==============================] - 5s 169ms/step - loss: 4.5980e-06 - accuracy: 1.0000
Epoch 261/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3360e-05 - accuracy: 1.0000
Epoch 262/400
30/30 [==============================] - 5s 169ms/step - loss: 7.7343e-05 - accuracy: 1.0000
Epoch 263/400
30/30 [==============================] - 5s 169ms/step - loss: 1.9383e-04 - accuracy: 1.0000
Epoch 264/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0034 - accuracy: 0.9979
Epoch 265/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 266/400
30/30 [==============================] - 5s 170ms/step - loss: 1.8369e-04 - accuracy: 1.0000
Epoch 267/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 0.9989
Epoch 268/400
30/30 [==============================] - 5s 169ms/step - loss: 8.3918e-05 - accuracy: 1.0000
Epoch 269/400
30/30 [==============================] - 5s 170ms/step - loss: 1.8835e-04 - accuracy: 1.0000
Epoch 270/400
30/30 [==============================] - 5s 170ms/step - loss: 2.5638e-05 - accuracy: 1.0000
Epoch 271/400
30/30 [==============================] - 5s 170ms/step - loss: 1.6132e-04 - accuracy: 1.0000
Epoch 272/400
30/30 [==============================] - 5s 170ms/step - loss: 6.7652e-05 - accuracy: 1.0000
Epoch 273/400
30/30 [==============================] - 5s 169ms/step - loss: 8.8513e-06 - accuracy: 1.0000
Epoch 274/400
30/30 [==============================] - 5s 169ms/step - loss: 7.3193e-06 - accuracy: 1.0000
Epoch 275/400
30/30 [==============================] - 5s 169ms/step - loss: 3.5747e-05 - accuracy: 1.0000
Epoch 276/400
30/30 [==============================] - 5s 170ms/step - loss: 4.6324e-06 - accuracy: 1.0000
Epoch 277/400
30/30 [==============================] - 5s 170ms/step - loss: 3.3608e-05 - accuracy: 1.0000
Epoch 278/400
30/30 [==============================] - 5s 170ms/step - loss: 5.7290e-06 - accuracy: 1.0000
Epoch 279/400
30/30 [==============================] - 5s 169ms/step - loss: 2.7633e-06 - accuracy: 1.0000
Epoch 280/400
30/30 [==============================] - 5s 169ms/step - loss: 2.1121e-04 - accuracy: 1.0000
Epoch 281/400
30/30 [==============================] - 5s 169ms/step - loss: 8.5322e-06 - accuracy: 1.0000
Epoch 282/400
30/30 [==============================] - 5s 169ms/step - loss: 5.5380e-06 - accuracy: 1.0000
Epoch 283/400
30/30 [==============================] - 5s 170ms/step - loss: 1.4324e-05 - accuracy: 1.0000
Epoch 284/400
30/30 [==============================] - 5s 170ms/step - loss: 2.3036e-05 - accuracy: 1.0000
Epoch 285/400
30/30 [==============================] - 5s 170ms/step - loss: 3.3827e-04 - accuracy: 1.0000
Epoch 286/400
30/30 [==============================] - 5s 170ms/step - loss: 3.0733e-05 - accuracy: 1.0000
Epoch 287/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0042 - accuracy: 0.9989
Epoch 288/400
30/30 [==============================] - 5s 170ms/step - loss: 1.6156e-05 - accuracy: 1.0000
Epoch 289/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0082 - accuracy: 0.9989
Epoch 290/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 1.0000
Epoch 291/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0038 - accuracy: 0.9979
Epoch 292/400
30/30 [==============================] - 5s 170ms/step - loss: 2.4475e-04 - accuracy: 1.0000
Epoch 293/400
30/30 [==============================] - 5s 170ms/step - loss: 1.8292e-04 - accuracy: 1.0000
Epoch 294/400
30/30 [==============================] - 5s 170ms/step - loss: 7.1360e-04 - accuracy: 1.0000
Epoch 295/400
30/30 [==============================] - 5s 170ms/step - loss: 7.3773e-04 - accuracy: 1.0000
Epoch 296/400
30/30 [==============================] - 5s 170ms/step - loss: 2.5133e-04 - accuracy: 1.0000
Epoch 297/400
30/30 [==============================] - 5s 169ms/step - loss: 3.1954e-05 - accuracy: 1.0000
Epoch 298/400
30/30 [==============================] - 5s 170ms/step - loss: 1.0224e-05 - accuracy: 1.0000
Epoch 299/400
30/30 [==============================] - 5s 170ms/step - loss: 6.8444e-05 - accuracy: 1.0000
Epoch 300/400
30/30 [==============================] - 5s 170ms/step - loss: 1.1929e-05 - accuracy: 1.0000
Epoch 301/400
30/30 [==============================] - 5s 170ms/step - loss: 4.0927e-05 - accuracy: 1.0000
Epoch 302/400
30/30 [==============================] - 5s 170ms/step - loss: 2.5235e-04 - accuracy: 1.0000
Epoch 303/400
30/30 [==============================] - 5s 170ms/step - loss: 1.2324e-04 - accuracy: 1.0000
Epoch 304/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0063 - accuracy: 0.9979
Epoch 305/400
30/30 [==============================] - 5s 170ms/step - loss: 8.8412e-05 - accuracy: 1.0000
Epoch 306/400
30/30 [==============================] - 5s 170ms/step - loss: 7.6580e-05 - accuracy: 1.0000
Epoch 307/400
30/30 [==============================] - 5s 171ms/step - loss: 1.2430e-04 - accuracy: 1.0000
Epoch 308/400
30/30 [==============================] - 5s 170ms/step - loss: 5.9511e-05 - accuracy: 1.0000
Epoch 309/400
30/30 [==============================] - 5s 170ms/step - loss: 2.0657e-05 - accuracy: 1.0000
Epoch 310/400
30/30 [==============================] - 5s 170ms/step - loss: 3.4516e-05 - accuracy: 1.0000
Epoch 311/400
30/30 [==============================] - 5s 170ms/step - loss: 7.1686e-06 - accuracy: 1.0000
Epoch 312/400
30/30 [==============================] - 5s 170ms/step - loss: 8.5594e-06 - accuracy: 1.0000
Epoch 313/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0026 - accuracy: 0.9989
Epoch 314/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0035 - accuracy: 0.9989
Epoch 315/400
30/30 [==============================] - 5s 169ms/step - loss: 6.7613e-06 - accuracy: 1.0000
Epoch 316/400
30/30 [==============================] - 5s 169ms/step - loss: 5.3709e-06 - accuracy: 1.0000
Epoch 317/400
30/30 [==============================] - 5s 169ms/step - loss: 3.6153e-04 - accuracy: 1.0000
Epoch 318/400
30/30 [==============================] - 5s 169ms/step - loss: 9.0790e-06 - accuracy: 1.0000
Epoch 319/400
30/30 [==============================] - 5s 169ms/step - loss: 5.3716e-06 - accuracy: 1.0000
Epoch 320/400
30/30 [==============================] - 5s 169ms/step - loss: 2.9549e-06 - accuracy: 1.0000
Epoch 321/400
30/30 [==============================] - 5s 169ms/step - loss: 1.6400e-05 - accuracy: 1.0000
Epoch 322/400
30/30 [==============================] - 5s 169ms/step - loss: 4.9288e-06 - accuracy: 1.0000
Epoch 323/400
30/30 [==============================] - 5s 169ms/step - loss: 5.5115e-06 - accuracy: 1.0000
Epoch 324/400
30/30 [==============================] - 5s 169ms/step - loss: 5.6853e-06 - accuracy: 1.0000
Epoch 325/400
30/30 [==============================] - 5s 169ms/step - loss: 5.2790e-06 - accuracy: 1.0000
Epoch 326/400
30/30 [==============================] - 5s 170ms/step - loss: 4.3821e-05 - accuracy: 1.0000
Epoch 327/400
30/30 [==============================] - 5s 170ms/step - loss: 1.2092e-05 - accuracy: 1.0000
Epoch 328/400
30/30 [==============================] - 5s 170ms/step - loss: 1.5097e-05 - accuracy: 1.0000
Epoch 329/400
30/30 [==============================] - 5s 169ms/step - loss: 4.1276e-06 - accuracy: 1.0000
Epoch 330/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1174e-04 - accuracy: 1.0000
Epoch 331/400
30/30 [==============================] - 5s 170ms/step - loss: 4.4566e-05 - accuracy: 1.0000
Epoch 332/400
30/30 [==============================] - 5s 170ms/step - loss: 2.7752e-06 - accuracy: 1.0000
Epoch 333/400
30/30 [==============================] - 5s 169ms/step - loss: 4.5683e-06 - accuracy: 1.0000
Epoch 334/400
30/30 [==============================] - 5s 170ms/step - loss: 1.9376e-06 - accuracy: 1.0000
Epoch 335/400
30/30 [==============================] - 5s 170ms/step - loss: 3.8989e-06 - accuracy: 1.0000
Epoch 336/400
30/30 [==============================] - 5s 169ms/step - loss: 9.6054e-06 - accuracy: 1.0000
Epoch 337/400
30/30 [==============================] - 5s 170ms/step - loss: 2.8450e-05 - accuracy: 1.0000
Epoch 338/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3770e-06 - accuracy: 1.0000
Epoch 339/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3209e-06 - accuracy: 1.0000
Epoch 340/400
30/30 [==============================] - 5s 170ms/step - loss: 2.8344e-04 - accuracy: 1.0000
Epoch 341/400
30/30 [==============================] - 5s 169ms/step - loss: 4.3530e-06 - accuracy: 1.0000
Epoch 342/400
30/30 [==============================] - 5s 170ms/step - loss: 6.2540e-06 - accuracy: 1.0000
Epoch 343/400
30/30 [==============================] - 5s 170ms/step - loss: 9.5681e-06 - accuracy: 1.0000
Epoch 344/400
30/30 [==============================] - 5s 169ms/step - loss: 3.0907e-05 - accuracy: 1.0000
Epoch 345/400
30/30 [==============================] - 5s 170ms/step - loss: 3.5027e-06 - accuracy: 1.0000
Epoch 346/400
30/30 [==============================] - 5s 170ms/step - loss: 3.1507e-05 - accuracy: 1.0000
Epoch 347/400
30/30 [==============================] - 5s 170ms/step - loss: 1.1584e-04 - accuracy: 1.0000
Epoch 348/400
30/30 [==============================] - 5s 170ms/step - loss: 1.1071e-05 - accuracy: 1.0000
Epoch 349/400
30/30 [==============================] - 5s 169ms/step - loss: 1.9985e-05 - accuracy: 1.0000
Epoch 350/400
30/30 [==============================] - 5s 170ms/step - loss: 2.1118e-05 - accuracy: 1.0000
Epoch 351/400
30/30 [==============================] - 5s 169ms/step - loss: 1.2143e-06 - accuracy: 1.0000
Epoch 352/400
30/30 [==============================] - 5s 170ms/step - loss: 3.7412e-06 - accuracy: 1.0000
Epoch 353/400
30/30 [==============================] - 5s 170ms/step - loss: 7.7981e-07 - accuracy: 1.0000
Epoch 354/400
30/30 [==============================] - 5s 170ms/step - loss: 2.0817e-06 - accuracy: 1.0000
Epoch 355/400
30/30 [==============================] - 5s 170ms/step - loss: 6.8804e-06 - accuracy: 1.0000
Epoch 356/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 0.9989
Epoch 357/400
30/30 [==============================] - 5s 170ms/step - loss: 7.7815e-05 - accuracy: 1.0000
Epoch 358/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0917e-05 - accuracy: 1.0000
Epoch 359/400
30/30 [==============================] - 5s 170ms/step - loss: 3.2489e-05 - accuracy: 1.0000
Epoch 360/400
30/30 [==============================] - 5s 169ms/step - loss: 3.2850e-05 - accuracy: 1.0000
Epoch 361/400
30/30 [==============================] - 5s 169ms/step - loss: 3.2752e-06 - accuracy: 1.0000
Epoch 362/400
30/30 [==============================] - 5s 170ms/step - loss: 1.9310e-04 - accuracy: 1.0000
Epoch 363/400
30/30 [==============================] - 5s 169ms/step - loss: 2.7868e-06 - accuracy: 1.0000
Epoch 364/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0054 - accuracy: 0.9989
Epoch 365/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0037 - accuracy: 1.0000
Epoch 366/400
30/30 [==============================] - 5s 170ms/step - loss: 1.1090e-04 - accuracy: 1.0000
Epoch 367/400
30/30 [==============================] - 5s 170ms/step - loss: 4.2170e-07 - accuracy: 1.0000
Epoch 368/400
30/30 [==============================] - 5s 170ms/step - loss: 9.5895e-07 - accuracy: 1.0000
Epoch 369/400
30/30 [==============================] - 5s 170ms/step - loss: 1.2589e-07 - accuracy: 1.0000
Epoch 370/400
30/30 [==============================] - 5s 170ms/step - loss: 5.0181e-06 - accuracy: 1.0000
Epoch 371/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0081 - accuracy: 0.9989
Epoch 372/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5833e-04 - accuracy: 1.0000
Epoch 373/400
30/30 [==============================] - 5s 170ms/step - loss: 4.3271e-04 - accuracy: 1.0000
Epoch 374/400
30/30 [==============================] - 5s 169ms/step - loss: 5.7449e-06 - accuracy: 1.0000
Epoch 375/400
30/30 [==============================] - 5s 169ms/step - loss: 8.1845e-05 - accuracy: 1.0000
Epoch 376/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0023 - accuracy: 0.9989
Epoch 377/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0019 - accuracy: 0.9989
Epoch 378/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0135e-04 - accuracy: 1.0000
Epoch 379/400
30/30 [==============================] - 5s 168ms/step - loss: 2.8541e-05 - accuracy: 1.0000
Epoch 380/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0061 - accuracy: 0.9989
Epoch 381/400
30/30 [==============================] - 5s 169ms/step - loss: 2.1937e-04 - accuracy: 1.0000
Epoch 382/400
30/30 [==============================] - 5s 169ms/step - loss: 5.1853e-06 - accuracy: 1.0000
Epoch 383/400
30/30 [==============================] - 5s 169ms/step - loss: 5.7827e-06 - accuracy: 1.0000
Epoch 384/400
30/30 [==============================] - 5s 169ms/step - loss: 7.5173e-06 - accuracy: 1.0000
Epoch 385/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8388e-04 - accuracy: 1.0000
Epoch 386/400
30/30 [==============================] - 5s 168ms/step - loss: 1.3333e-06 - accuracy: 1.0000
Epoch 387/400
30/30 [==============================] - 5s 169ms/step - loss: 2.2311e-05 - accuracy: 1.0000
Epoch 388/400
30/30 [==============================] - 5s 169ms/step - loss: 7.7155e-06 - accuracy: 1.0000
Epoch 389/400
30/30 [==============================] - 5s 169ms/step - loss: 6.4045e-05 - accuracy: 1.0000
Epoch 390/400
30/30 [==============================] - 5s 169ms/step - loss: 3.3057e-06 - accuracy: 1.0000
Epoch 391/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8120e-05 - accuracy: 1.0000
Epoch 392/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5889e-05 - accuracy: 1.0000
Epoch 393/400
30/30 [==============================] - 5s 169ms/step - loss: 5.3168e-05 - accuracy: 1.0000
Epoch 394/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3708e-05 - accuracy: 1.0000
Epoch 395/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0022e-05 - accuracy: 1.0000
Epoch 396/400
30/30 [==============================] - 5s 169ms/step - loss: 2.6260e-05 - accuracy: 1.0000
Epoch 397/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3874e-05 - accuracy: 1.0000
Epoch 398/400
30/30 [==============================] - 5s 169ms/step - loss: 4.6056e-06 - accuracy: 1.0000
Epoch 399/400
30/30 [==============================] - 5s 169ms/step - loss: 1.9268e-04 - accuracy: 1.0000
Epoch 400/400
30/30 [==============================] - 5s 169ms/step - loss: 7.1935e-04 - accuracy: 1.0000
Epoch 1/400
30/30 [==============================] - 5s 164ms/step - loss: 8.0904 - accuracy: 0.0106
Epoch 2/400
30/30 [==============================] - 5s 164ms/step - loss: 5.1836 - accuracy: 0.0190
Epoch 3/400
30/30 [==============================] - 5s 165ms/step - loss: 4.9017 - accuracy: 0.0698
Epoch 4/400
30/30 [==============================] - 5s 166ms/step - loss: 4.1287 - accuracy: 0.2008
Epoch 5/400
30/30 [==============================] - 5s 167ms/step - loss: 3.0089 - accuracy: 0.4027
Epoch 6/400
30/30 [==============================] - 5s 167ms/step - loss: 2.0241 - accuracy: 0.6068
Epoch 7/400
30/30 [==============================] - 5s 168ms/step - loss: 1.1937 - accuracy: 0.7505
Epoch 8/400
30/30 [==============================] - 5s 167ms/step - loss: 0.7250 - accuracy: 0.8510
Epoch 9/400
30/30 [==============================] - 5s 167ms/step - loss: 0.4031 - accuracy: 0.9091
Epoch 10/400
30/30 [==============================] - 5s 168ms/step - loss: 0.2331 - accuracy: 0.9524
Epoch 11/400
30/30 [==============================] - 5s 168ms/step - loss: 0.1442 - accuracy: 0.9736
Epoch 12/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0509 - accuracy: 0.9926
Epoch 13/400
30/30 [==============================] - 5s 167ms/step - loss: 0.0675 - accuracy: 0.9926
Epoch 14/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0394 - accuracy: 0.9905
Epoch 15/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0367 - accuracy: 0.9958
Epoch 16/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0403 - accuracy: 0.9947
Epoch 17/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0169 - accuracy: 0.9947
Epoch 18/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0159 - accuracy: 0.9937
Epoch 19/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0099 - accuracy: 0.9979
Epoch 20/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0149 - accuracy: 0.9937
Epoch 21/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0056 - accuracy: 0.9979
Epoch 22/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0077 - accuracy: 0.9989
Epoch 23/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0055 - accuracy: 0.9979
Epoch 24/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0085 - accuracy: 0.9989
Epoch 25/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0292 - accuracy: 0.9947
Epoch 26/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0081 - accuracy: 0.9979
Epoch 27/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0142 - accuracy: 0.9958
Epoch 28/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 29/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0130 - accuracy: 0.9968
Epoch 30/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0025 - accuracy: 1.0000
Epoch 31/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0173 - accuracy: 0.9979
Epoch 32/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0053 - accuracy: 0.9989
Epoch 33/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0065 - accuracy: 0.9989
Epoch 34/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 35/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0050 - accuracy: 0.9989
Epoch 36/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0026 - accuracy: 1.0000
Epoch 37/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0038 - accuracy: 0.9989
Epoch 38/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0088 - accuracy: 0.9968
Epoch 39/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0027 - accuracy: 1.0000
Epoch 40/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0024 - accuracy: 0.9989
Epoch 41/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0057 - accuracy: 0.9968
Epoch 42/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 43/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0159 - accuracy: 0.9979
Epoch 44/400
30/30 [==============================] - 5s 169ms/step - loss: 7.5546e-04 - accuracy: 1.0000
Epoch 45/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0138 - accuracy: 0.9979
Epoch 46/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0045 - accuracy: 0.9989
Epoch 47/400
30/30 [==============================] - 5s 169ms/step - loss: 3.8215e-04 - accuracy: 1.0000
Epoch 48/400
30/30 [==============================] - 5s 169ms/step - loss: 8.3395e-04 - accuracy: 1.0000
Epoch 49/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0207 - accuracy: 0.9989
Epoch 50/400
30/30 [==============================] - 5s 169ms/step - loss: 3.7248e-04 - accuracy: 1.0000
Epoch 51/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0061 - accuracy: 0.9989
Epoch 52/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 53/400
30/30 [==============================] - 5s 170ms/step - loss: 9.3013e-04 - accuracy: 1.0000
Epoch 54/400
30/30 [==============================] - 5s 169ms/step - loss: 3.5503e-04 - accuracy: 1.0000
Epoch 55/400
30/30 [==============================] - 5s 170ms/step - loss: 2.0180e-04 - accuracy: 1.0000
Epoch 56/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0050 - accuracy: 0.9989
Epoch 57/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0038 - accuracy: 0.9989
Epoch 58/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0049 - accuracy: 0.9989
Epoch 59/400
30/30 [==============================] - 5s 169ms/step - loss: 5.6991e-04 - accuracy: 1.0000
Epoch 60/400
30/30 [==============================] - 5s 169ms/step - loss: 6.7617e-04 - accuracy: 1.0000
Epoch 61/400
30/30 [==============================] - 5s 169ms/step - loss: 4.2374e-04 - accuracy: 1.0000
Epoch 62/400
30/30 [==============================] - 5s 170ms/step - loss: 8.7862e-04 - accuracy: 1.0000
Epoch 63/400
30/30 [==============================] - 5s 169ms/step - loss: 5.4070e-04 - accuracy: 1.0000
Epoch 64/400
30/30 [==============================] - 5s 169ms/step - loss: 5.9818e-04 - accuracy: 1.0000
Epoch 65/400
30/30 [==============================] - 5s 170ms/step - loss: 4.1841e-04 - accuracy: 1.0000
Epoch 66/400
30/30 [==============================] - 5s 169ms/step - loss: 6.3653e-04 - accuracy: 1.0000
Epoch 67/400
30/30 [==============================] - 5s 169ms/step - loss: 4.5629e-04 - accuracy: 1.0000
Epoch 68/400
30/30 [==============================] - 5s 170ms/step - loss: 9.8273e-04 - accuracy: 1.0000
Epoch 69/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0014 - accuracy: 0.9989
Epoch 70/400
30/30 [==============================] - 5s 169ms/step - loss: 3.9380e-04 - accuracy: 1.0000
Epoch 71/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0043 - accuracy: 0.9989
Epoch 72/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0024 - accuracy: 0.9989
Epoch 73/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0062 - accuracy: 0.9979
Epoch 74/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0096 - accuracy: 0.9989
Epoch 75/400
30/30 [==============================] - 5s 169ms/step - loss: 3.0384e-04 - accuracy: 1.0000
Epoch 76/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0034 - accuracy: 0.9989
Epoch 77/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3539e-04 - accuracy: 1.0000
Epoch 78/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0434e-04 - accuracy: 1.0000
Epoch 79/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 80/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0039 - accuracy: 0.9989
Epoch 81/400
30/30 [==============================] - 5s 169ms/step - loss: 3.2707e-04 - accuracy: 1.0000
Epoch 82/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5733e-04 - accuracy: 1.0000
Epoch 83/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0016 - accuracy: 0.9989
Epoch 84/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0029 - accuracy: 0.9989
Epoch 85/400
30/30 [==============================] - 5s 169ms/step - loss: 4.7959e-04 - accuracy: 1.0000
Epoch 86/400
30/30 [==============================] - 5s 170ms/step - loss: 3.5844e-04 - accuracy: 1.0000
Epoch 87/400
30/30 [==============================] - 5s 169ms/step - loss: 3.4585e-04 - accuracy: 1.0000
Epoch 88/400
30/30 [==============================] - 5s 170ms/step - loss: 1.3421e-04 - accuracy: 1.0000
Epoch 89/400
30/30 [==============================] - 5s 169ms/step - loss: 8.8726e-04 - accuracy: 1.0000
Epoch 90/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 0.9989
Epoch 91/400
30/30 [==============================] - 5s 170ms/step - loss: 1.3979e-04 - accuracy: 1.0000
Epoch 92/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0033 - accuracy: 0.9989
Epoch 93/400
30/30 [==============================] - 5s 170ms/step - loss: 2.4923e-04 - accuracy: 1.0000
Epoch 94/400
30/30 [==============================] - 5s 170ms/step - loss: 8.4662e-04 - accuracy: 1.0000
Epoch 95/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 0.9989
Epoch 96/400
30/30 [==============================] - 5s 169ms/step - loss: 6.1805e-05 - accuracy: 1.0000
Epoch 97/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0035 - accuracy: 0.9989
Epoch 98/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0043 - accuracy: 0.9989
Epoch 99/400
30/30 [==============================] - 5s 169ms/step - loss: 3.6435e-04 - accuracy: 1.0000
Epoch 100/400
30/30 [==============================] - 5s 169ms/step - loss: 6.8431e-05 - accuracy: 1.0000
Epoch 101/400
30/30 [==============================] - 5s 169ms/step - loss: 8.2794e-04 - accuracy: 1.0000
Epoch 102/400
30/30 [==============================] - 5s 169ms/step - loss: 2.5594e-04 - accuracy: 1.0000
Epoch 103/400
30/30 [==============================] - 5s 169ms/step - loss: 2.7556e-04 - accuracy: 1.0000
Epoch 104/400
30/30 [==============================] - 5s 169ms/step - loss: 7.1768e-05 - accuracy: 1.0000
Epoch 105/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5230e-04 - accuracy: 1.0000
Epoch 106/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 0.9989
Epoch 107/400
30/30 [==============================] - 5s 170ms/step - loss: 3.4026e-05 - accuracy: 1.0000
Epoch 108/400
30/30 [==============================] - 5s 170ms/step - loss: 1.6219e-04 - accuracy: 1.0000
Epoch 109/400
30/30 [==============================] - 5s 169ms/step - loss: 3.2136e-04 - accuracy: 1.0000
Epoch 110/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 0.9989
Epoch 111/400
30/30 [==============================] - 5s 170ms/step - loss: 2.6574e-05 - accuracy: 1.0000
Epoch 112/400
30/30 [==============================] - 5s 170ms/step - loss: 1.9530e-05 - accuracy: 1.0000
Epoch 113/400
30/30 [==============================] - 5s 170ms/step - loss: 2.5786e-05 - accuracy: 1.0000
Epoch 114/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 115/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 116/400
30/30 [==============================] - 5s 169ms/step - loss: 3.7243e-05 - accuracy: 1.0000
Epoch 117/400
30/30 [==============================] - 5s 169ms/step - loss: 4.5172e-04 - accuracy: 1.0000
Epoch 118/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0011 - accuracy: 0.9989
Epoch 119/400
30/30 [==============================] - 5s 169ms/step - loss: 2.6762e-05 - accuracy: 1.0000
Epoch 120/400
30/30 [==============================] - 5s 169ms/step - loss: 2.7037e-05 - accuracy: 1.0000
Epoch 121/400
30/30 [==============================] - 5s 169ms/step - loss: 6.8435e-05 - accuracy: 1.0000
Epoch 122/400
30/30 [==============================] - 5s 169ms/step - loss: 2.2946e-05 - accuracy: 1.0000
Epoch 123/400
30/30 [==============================] - 5s 169ms/step - loss: 2.6091e-05 - accuracy: 1.0000
Epoch 124/400
30/30 [==============================] - 5s 169ms/step - loss: 1.2704e-04 - accuracy: 1.0000
Epoch 125/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1751e-04 - accuracy: 1.0000
Epoch 126/400
30/30 [==============================] - 5s 169ms/step - loss: 9.5556e-05 - accuracy: 1.0000
Epoch 127/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3200e-04 - accuracy: 1.0000
Epoch 128/400
30/30 [==============================] - 5s 169ms/step - loss: 5.6926e-04 - accuracy: 1.0000
Epoch 129/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0422e-05 - accuracy: 1.0000
Epoch 130/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3132e-05 - accuracy: 1.0000
Epoch 131/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 0.9989
Epoch 132/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8155e-04 - accuracy: 1.0000
Epoch 133/400
30/30 [==============================] - 5s 170ms/step - loss: 2.2228e-05 - accuracy: 1.0000
Epoch 134/400
30/30 [==============================] - 5s 170ms/step - loss: 1.3343e-04 - accuracy: 1.0000
Epoch 135/400
30/30 [==============================] - 5s 170ms/step - loss: 8.9938e-06 - accuracy: 1.0000
Epoch 136/400
30/30 [==============================] - 5s 170ms/step - loss: 2.9945e-05 - accuracy: 1.0000
Epoch 137/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0027 - accuracy: 0.9989
Epoch 138/400
30/30 [==============================] - 5s 170ms/step - loss: 1.5061e-04 - accuracy: 1.0000
Epoch 139/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 0.9989
Epoch 140/400
30/30 [==============================] - 5s 169ms/step - loss: 3.4664e-04 - accuracy: 1.0000
Epoch 141/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8301e-04 - accuracy: 1.0000
Epoch 142/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 0.9989
Epoch 143/400
30/30 [==============================] - 5s 170ms/step - loss: 5.8661e-05 - accuracy: 1.0000
Epoch 144/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1181e-05 - accuracy: 1.0000
Epoch 145/400
30/30 [==============================] - 5s 170ms/step - loss: 1.9561e-04 - accuracy: 1.0000
Epoch 146/400
30/30 [==============================] - 5s 169ms/step - loss: 3.3738e-05 - accuracy: 1.0000
Epoch 147/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0138 - accuracy: 0.9989
Epoch 148/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0022 - accuracy: 0.9989
Epoch 149/400
30/30 [==============================] - 5s 169ms/step - loss: 3.8695e-05 - accuracy: 1.0000
Epoch 150/400
30/30 [==============================] - 5s 169ms/step - loss: 3.4398e-05 - accuracy: 1.0000
Epoch 151/400
30/30 [==============================] - 5s 169ms/step - loss: 5.3581e-04 - accuracy: 1.0000
Epoch 152/400
30/30 [==============================] - 5s 169ms/step - loss: 4.9641e-05 - accuracy: 1.0000
Epoch 153/400
30/30 [==============================] - 5s 169ms/step - loss: 6.1150e-05 - accuracy: 1.0000
Epoch 154/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0027 - accuracy: 0.9989
Epoch 155/400
30/30 [==============================] - 5s 169ms/step - loss: 6.6938e-04 - accuracy: 1.0000
Epoch 156/400
30/30 [==============================] - 5s 169ms/step - loss: 2.4398e-05 - accuracy: 1.0000
Epoch 157/400
30/30 [==============================] - 5s 169ms/step - loss: 1.7167e-05 - accuracy: 1.0000
Epoch 158/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0014e-04 - accuracy: 1.0000
Epoch 159/400
30/30 [==============================] - 5s 169ms/step - loss: 1.7908e-05 - accuracy: 1.0000
Epoch 160/400
30/30 [==============================] - 5s 170ms/step - loss: 1.8675e-05 - accuracy: 1.0000
Epoch 161/400
30/30 [==============================] - 5s 170ms/step - loss: 4.7574e-05 - accuracy: 1.0000
Epoch 162/400
30/30 [==============================] - 5s 170ms/step - loss: 1.2115e-04 - accuracy: 1.0000
Epoch 163/400
30/30 [==============================] - 5s 169ms/step - loss: 5.6558e-05 - accuracy: 1.0000
Epoch 164/400
30/30 [==============================] - 5s 170ms/step - loss: 1.1898e-05 - accuracy: 1.0000
Epoch 165/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8680e-05 - accuracy: 1.0000
Epoch 166/400
30/30 [==============================] - 5s 170ms/step - loss: 1.4633e-04 - accuracy: 1.0000
Epoch 167/400
30/30 [==============================] - 5s 169ms/step - loss: 6.6609e-05 - accuracy: 1.0000
Epoch 168/400
30/30 [==============================] - 5s 170ms/step - loss: 1.7810e-04 - accuracy: 1.0000
Epoch 169/400
30/30 [==============================] - 5s 169ms/step - loss: 1.2351e-04 - accuracy: 1.0000
Epoch 170/400
30/30 [==============================] - 5s 170ms/step - loss: 3.5889e-05 - accuracy: 1.0000
Epoch 171/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0862e-05 - accuracy: 1.0000
Epoch 172/400
30/30 [==============================] - 5s 170ms/step - loss: 7.4758e-05 - accuracy: 1.0000
Epoch 173/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0120 - accuracy: 0.9989
Epoch 174/400
30/30 [==============================] - 5s 169ms/step - loss: 9.3481e-05 - accuracy: 1.0000
Epoch 175/400
30/30 [==============================] - 5s 169ms/step - loss: 7.3018e-05 - accuracy: 1.0000
Epoch 176/400
30/30 [==============================] - 5s 169ms/step - loss: 5.4949e-04 - accuracy: 1.0000
Epoch 177/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0963e-05 - accuracy: 1.0000
Epoch 178/400
30/30 [==============================] - 5s 169ms/step - loss: 5.2418e-04 - accuracy: 1.0000
Epoch 179/400
30/30 [==============================] - 5s 169ms/step - loss: 1.4423e-04 - accuracy: 1.0000
Epoch 180/400
30/30 [==============================] - 5s 169ms/step - loss: 8.0593e-05 - accuracy: 1.0000
Epoch 181/400
30/30 [==============================] - 5s 169ms/step - loss: 5.3655e-05 - accuracy: 1.0000
Epoch 182/400
30/30 [==============================] - 5s 169ms/step - loss: 9.2458e-05 - accuracy: 1.0000
Epoch 183/400
30/30 [==============================] - 5s 168ms/step - loss: 1.1235e-05 - accuracy: 1.0000
Epoch 184/400
30/30 [==============================] - 5s 169ms/step - loss: 1.2649e-04 - accuracy: 1.0000
Epoch 185/400
30/30 [==============================] - 5s 169ms/step - loss: 9.8384e-05 - accuracy: 1.0000
Epoch 186/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3744e-04 - accuracy: 1.0000
Epoch 187/400
30/30 [==============================] - 5s 169ms/step - loss: 4.1963e-06 - accuracy: 1.0000
Epoch 188/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1068e-05 - accuracy: 1.0000
Epoch 189/400
30/30 [==============================] - 5s 169ms/step - loss: 6.4366e-05 - accuracy: 1.0000
Epoch 190/400
30/30 [==============================] - 5s 169ms/step - loss: 7.2806e-06 - accuracy: 1.0000
Epoch 191/400
30/30 [==============================] - 5s 169ms/step - loss: 6.2052e-05 - accuracy: 1.0000
Epoch 192/400
30/30 [==============================] - 5s 169ms/step - loss: 5.0097e-06 - accuracy: 1.0000
Epoch 193/400
30/30 [==============================] - 5s 169ms/step - loss: 7.8905e-06 - accuracy: 1.0000
Epoch 194/400
30/30 [==============================] - 5s 169ms/step - loss: 3.2981e-06 - accuracy: 1.0000
Epoch 195/400
30/30 [==============================] - 5s 169ms/step - loss: 6.3831e-04 - accuracy: 1.0000
Epoch 196/400
30/30 [==============================] - 5s 170ms/step - loss: 6.3466e-06 - accuracy: 1.0000
Epoch 197/400
30/30 [==============================] - 5s 169ms/step - loss: 4.6933e-06 - accuracy: 1.0000
Epoch 198/400
30/30 [==============================] - 5s 169ms/step - loss: 5.8830e-06 - accuracy: 1.0000
Epoch 199/400
30/30 [==============================] - 5s 169ms/step - loss: 1.2879e-05 - accuracy: 1.0000
Epoch 200/400
30/30 [==============================] - 5s 169ms/step - loss: 1.9787e-04 - accuracy: 1.0000
Epoch 201/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0019 - accuracy: 0.9989
Epoch 202/400
30/30 [==============================] - 5s 169ms/step - loss: 1.7898e-05 - accuracy: 1.0000
Epoch 203/400
30/30 [==============================] - 5s 169ms/step - loss: 4.3372e-04 - accuracy: 1.0000
Epoch 204/400
30/30 [==============================] - 5s 170ms/step - loss: 1.2480e-05 - accuracy: 1.0000
Epoch 205/400
30/30 [==============================] - 5s 170ms/step - loss: 5.5449e-06 - accuracy: 1.0000
Epoch 206/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5494e-05 - accuracy: 1.0000
Epoch 207/400
30/30 [==============================] - 5s 169ms/step - loss: 7.7325e-05 - accuracy: 1.0000
Epoch 208/400
30/30 [==============================] - 5s 169ms/step - loss: 8.0490e-06 - accuracy: 1.0000
Epoch 209/400
30/30 [==============================] - 5s 169ms/step - loss: 9.1126e-06 - accuracy: 1.0000
Epoch 210/400
30/30 [==============================] - 5s 169ms/step - loss: 1.7177e-05 - accuracy: 1.0000
Epoch 211/400
30/30 [==============================] - 5s 169ms/step - loss: 2.8687e-05 - accuracy: 1.0000
Epoch 212/400
30/30 [==============================] - 5s 169ms/step - loss: 2.1018e-05 - accuracy: 1.0000
Epoch 213/400
30/30 [==============================] - 5s 169ms/step - loss: 3.6688e-05 - accuracy: 1.0000
Epoch 214/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3265e-05 - accuracy: 1.0000
Epoch 215/400
30/30 [==============================] - 5s 169ms/step - loss: 4.1908e-06 - accuracy: 1.0000
Epoch 216/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8885e-04 - accuracy: 1.0000
Epoch 217/400
30/30 [==============================] - 5s 169ms/step - loss: 6.9485e-06 - accuracy: 1.0000
Epoch 218/400
30/30 [==============================] - 5s 168ms/step - loss: 1.3460e-05 - accuracy: 1.0000
Epoch 219/400
30/30 [==============================] - 5s 169ms/step - loss: 3.5490e-06 - accuracy: 1.0000
Epoch 220/400
30/30 [==============================] - 5s 169ms/step - loss: 9.3794e-06 - accuracy: 1.0000
Epoch 221/400
30/30 [==============================] - 5s 169ms/step - loss: 1.7119e-05 - accuracy: 1.0000
Epoch 222/400
30/30 [==============================] - 5s 169ms/step - loss: 5.9818e-05 - accuracy: 1.0000
Epoch 223/400
30/30 [==============================] - 5s 169ms/step - loss: 6.5127e-06 - accuracy: 1.0000
Epoch 224/400
30/30 [==============================] - 5s 169ms/step - loss: 9.1687e-04 - accuracy: 0.9989
Epoch 225/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0011 - accuracy: 0.9989
Epoch 226/400
30/30 [==============================] - 5s 169ms/step - loss: 8.2152e-05 - accuracy: 1.0000
Epoch 227/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0436e-05 - accuracy: 1.0000
Epoch 228/400
30/30 [==============================] - 5s 169ms/step - loss: 2.5603e-05 - accuracy: 1.0000
Epoch 229/400
30/30 [==============================] - 5s 169ms/step - loss: 2.7015e-04 - accuracy: 1.0000
Epoch 230/400
30/30 [==============================] - 5s 169ms/step - loss: 3.1467e-04 - accuracy: 1.0000
Epoch 231/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0236e-05 - accuracy: 1.0000
Epoch 232/400
30/30 [==============================] - 5s 169ms/step - loss: 2.5072e-05 - accuracy: 1.0000
Epoch 233/400
30/30 [==============================] - 5s 169ms/step - loss: 5.9987e-06 - accuracy: 1.0000
Epoch 234/400
30/30 [==============================] - 5s 169ms/step - loss: 3.3901e-06 - accuracy: 1.0000
Epoch 235/400
30/30 [==============================] - 5s 169ms/step - loss: 9.6235e-06 - accuracy: 1.0000
Epoch 236/400
30/30 [==============================] - 5s 169ms/step - loss: 2.4944e-06 - accuracy: 1.0000
Epoch 237/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0617e-06 - accuracy: 1.0000
Epoch 238/400
30/30 [==============================] - 5s 169ms/step - loss: 4.6002e-06 - accuracy: 1.0000
Epoch 239/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0099 - accuracy: 0.9989
Epoch 240/400
30/30 [==============================] - 5s 169ms/step - loss: 9.4151e-04 - accuracy: 1.0000
Epoch 241/400
30/30 [==============================] - 5s 170ms/step - loss: 3.8108e-05 - accuracy: 1.0000
Epoch 242/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0036e-05 - accuracy: 1.0000
Epoch 243/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5695e-05 - accuracy: 1.0000
Epoch 244/400
30/30 [==============================] - 5s 169ms/step - loss: 1.4918e-05 - accuracy: 1.0000
Epoch 245/400
30/30 [==============================] - 5s 169ms/step - loss: 3.1410e-05 - accuracy: 1.0000
Epoch 246/400
30/30 [==============================] - 5s 169ms/step - loss: 6.5540e-06 - accuracy: 1.0000
Epoch 247/400
30/30 [==============================] - 5s 169ms/step - loss: 9.3621e-05 - accuracy: 1.0000
Epoch 248/400
30/30 [==============================] - 5s 169ms/step - loss: 5.7155e-06 - accuracy: 1.0000
Epoch 249/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3762e-05 - accuracy: 1.0000
Epoch 250/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0593e-05 - accuracy: 1.0000
Epoch 251/400
30/30 [==============================] - 5s 169ms/step - loss: 1.6582e-05 - accuracy: 1.0000
Epoch 252/400
30/30 [==============================] - 5s 169ms/step - loss: 9.7480e-05 - accuracy: 1.0000
Epoch 253/400
30/30 [==============================] - 5s 169ms/step - loss: 8.0216e-05 - accuracy: 1.0000
Epoch 254/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0060 - accuracy: 0.9989
Epoch 255/400
30/30 [==============================] - 5s 168ms/step - loss: 4.8241e-04 - accuracy: 1.0000
Epoch 256/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1541e-04 - accuracy: 1.0000
Epoch 257/400
30/30 [==============================] - 5s 169ms/step - loss: 1.7408e-05 - accuracy: 1.0000
Epoch 258/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 0.9989
Epoch 259/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0024 - accuracy: 0.9989
Epoch 260/400
30/30 [==============================] - 5s 170ms/step - loss: 1.6130e-04 - accuracy: 1.0000
Epoch 261/400
30/30 [==============================] - 5s 169ms/step - loss: 4.8106e-04 - accuracy: 1.0000
Epoch 262/400
30/30 [==============================] - 5s 170ms/step - loss: 3.8465e-04 - accuracy: 1.0000
Epoch 263/400
30/30 [==============================] - 5s 170ms/step - loss: 9.1390e-06 - accuracy: 1.0000
Epoch 264/400
30/30 [==============================] - 5s 170ms/step - loss: 2.8444e-05 - accuracy: 1.0000
Epoch 265/400
30/30 [==============================] - 5s 170ms/step - loss: 6.4174e-05 - accuracy: 1.0000
Epoch 266/400
30/30 [==============================] - 5s 170ms/step - loss: 1.8571e-06 - accuracy: 1.0000
Epoch 267/400
30/30 [==============================] - 5s 170ms/step - loss: 3.1137e-06 - accuracy: 1.0000
Epoch 268/400
30/30 [==============================] - 5s 170ms/step - loss: 6.2360e-06 - accuracy: 1.0000
Epoch 269/400
30/30 [==============================] - 5s 170ms/step - loss: 1.3491e-05 - accuracy: 1.0000
Epoch 270/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0051 - accuracy: 0.9989
Epoch 271/400
30/30 [==============================] - 5s 169ms/step - loss: 4.5444e-04 - accuracy: 1.0000
Epoch 272/400
30/30 [==============================] - 5s 170ms/step - loss: 8.7602e-04 - accuracy: 0.9989
Epoch 273/400
30/30 [==============================] - 5s 169ms/step - loss: 6.9262e-06 - accuracy: 1.0000
Epoch 274/400
30/30 [==============================] - 5s 169ms/step - loss: 4.2270e-06 - accuracy: 1.0000
Epoch 275/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3334e-05 - accuracy: 1.0000
Epoch 276/400
30/30 [==============================] - 5s 169ms/step - loss: 6.2899e-04 - accuracy: 1.0000
Epoch 277/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3090e-05 - accuracy: 1.0000
Epoch 278/400
30/30 [==============================] - 5s 169ms/step - loss: 2.5634e-05 - accuracy: 1.0000
Epoch 279/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0345e-06 - accuracy: 1.0000
Epoch 280/400
30/30 [==============================] - 5s 169ms/step - loss: 2.4817e-04 - accuracy: 1.0000
Epoch 281/400
30/30 [==============================] - 5s 169ms/step - loss: 7.6040e-05 - accuracy: 1.0000
Epoch 282/400
30/30 [==============================] - 5s 169ms/step - loss: 7.9726e-05 - accuracy: 1.0000
Epoch 283/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5280e-06 - accuracy: 1.0000
Epoch 284/400
30/30 [==============================] - 5s 170ms/step - loss: 9.1336e-06 - accuracy: 1.0000
Epoch 285/400
30/30 [==============================] - 5s 170ms/step - loss: 8.4300e-06 - accuracy: 1.0000
Epoch 286/400
30/30 [==============================] - 5s 169ms/step - loss: 3.4127e-06 - accuracy: 1.0000
Epoch 287/400
30/30 [==============================] - 5s 170ms/step - loss: 2.8655e-07 - accuracy: 1.0000
Epoch 288/400
30/30 [==============================] - 5s 170ms/step - loss: 1.4509e-06 - accuracy: 1.0000
Epoch 289/400
30/30 [==============================] - 5s 170ms/step - loss: 1.7112e-05 - accuracy: 1.0000
Epoch 290/400
30/30 [==============================] - 5s 169ms/step - loss: 4.0072e-05 - accuracy: 1.0000
Epoch 291/400
30/30 [==============================] - 5s 169ms/step - loss: 8.1035e-07 - accuracy: 1.0000
Epoch 292/400
30/30 [==============================] - 5s 169ms/step - loss: 6.2311e-06 - accuracy: 1.0000
Epoch 293/400
30/30 [==============================] - 5s 170ms/step - loss: 1.9284e-06 - accuracy: 1.0000
Epoch 294/400
30/30 [==============================] - 5s 169ms/step - loss: 3.6662e-05 - accuracy: 1.0000
Epoch 295/400
30/30 [==============================] - 5s 169ms/step - loss: 4.5423e-06 - accuracy: 1.0000
Epoch 296/400
30/30 [==============================] - 5s 169ms/step - loss: 7.6681e-06 - accuracy: 1.0000
Epoch 297/400
30/30 [==============================] - 5s 169ms/step - loss: 3.8743e-06 - accuracy: 1.0000
Epoch 298/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0553e-04 - accuracy: 1.0000
Epoch 299/400
30/30 [==============================] - 5s 169ms/step - loss: 9.7389e-04 - accuracy: 0.9989
Epoch 300/400
30/30 [==============================] - 5s 168ms/step - loss: 2.1765e-04 - accuracy: 1.0000
Epoch 301/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3962e-04 - accuracy: 1.0000
Epoch 302/400
30/30 [==============================] - 5s 169ms/step - loss: 6.3425e-05 - accuracy: 1.0000
Epoch 303/400
30/30 [==============================] - 5s 170ms/step - loss: 4.4855e-05 - accuracy: 1.0000
Epoch 304/400
30/30 [==============================] - 5s 169ms/step - loss: 3.4441e-05 - accuracy: 1.0000
Epoch 305/400
30/30 [==============================] - 5s 169ms/step - loss: 9.1213e-05 - accuracy: 1.0000
Epoch 306/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 0.9989
Epoch 307/400
30/30 [==============================] - 5s 170ms/step - loss: 4.7696e-05 - accuracy: 1.0000
Epoch 308/400
30/30 [==============================] - 5s 169ms/step - loss: 4.8695e-05 - accuracy: 1.0000
Epoch 309/400
30/30 [==============================] - 5s 169ms/step - loss: 4.7566e-05 - accuracy: 1.0000
Epoch 310/400
30/30 [==============================] - 5s 170ms/step - loss: 2.7791e-05 - accuracy: 1.0000
Epoch 311/400
30/30 [==============================] - 5s 170ms/step - loss: 1.1127e-04 - accuracy: 1.0000
Epoch 312/400
30/30 [==============================] - 5s 170ms/step - loss: 6.6480e-05 - accuracy: 1.0000
Epoch 313/400
30/30 [==============================] - 5s 169ms/step - loss: 3.8437e-06 - accuracy: 1.0000
Epoch 314/400
30/30 [==============================] - 5s 170ms/step - loss: 3.2481e-05 - accuracy: 1.0000
Epoch 315/400
30/30 [==============================] - 5s 170ms/step - loss: 2.5647e-05 - accuracy: 1.0000
Epoch 316/400
30/30 [==============================] - 5s 169ms/step - loss: 6.7064e-06 - accuracy: 1.0000
Epoch 317/400
30/30 [==============================] - 5s 170ms/step - loss: 4.3381e-06 - accuracy: 1.0000
Epoch 318/400
30/30 [==============================] - 5s 169ms/step - loss: 4.6491e-05 - accuracy: 1.0000
Epoch 319/400
30/30 [==============================] - 5s 169ms/step - loss: 9.1930e-06 - accuracy: 1.0000
Epoch 320/400
30/30 [==============================] - 5s 170ms/step - loss: 5.7667e-06 - accuracy: 1.0000
Epoch 321/400
30/30 [==============================] - 5s 170ms/step - loss: 3.0864e-04 - accuracy: 1.0000
Epoch 322/400
30/30 [==============================] - 5s 170ms/step - loss: 4.2446e-06 - accuracy: 1.0000
Epoch 323/400
30/30 [==============================] - 5s 169ms/step - loss: 2.2338e-06 - accuracy: 1.0000
Epoch 324/400
30/30 [==============================] - 5s 169ms/step - loss: 7.3147e-06 - accuracy: 1.0000
Epoch 325/400
30/30 [==============================] - 5s 169ms/step - loss: 3.1528e-04 - accuracy: 1.0000
Epoch 326/400
30/30 [==============================] - 5s 169ms/step - loss: 8.5550e-05 - accuracy: 1.0000
Epoch 327/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3692e-06 - accuracy: 1.0000
Epoch 328/400
30/30 [==============================] - 5s 169ms/step - loss: 2.1512e-06 - accuracy: 1.0000
Epoch 329/400
30/30 [==============================] - 5s 170ms/step - loss: 4.5792e-06 - accuracy: 1.0000
Epoch 330/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 0.9989
Epoch 331/400
30/30 [==============================] - 5s 170ms/step - loss: 5.6564e-06 - accuracy: 1.0000
Epoch 332/400
30/30 [==============================] - 5s 170ms/step - loss: 1.8910e-05 - accuracy: 1.0000
Epoch 333/400
30/30 [==============================] - 5s 170ms/step - loss: 9.3292e-07 - accuracy: 1.0000
Epoch 334/400
30/30 [==============================] - 5s 170ms/step - loss: 4.0157e-06 - accuracy: 1.0000
Epoch 335/400
30/30 [==============================] - 5s 169ms/step - loss: 1.2192e-06 - accuracy: 1.0000
Epoch 336/400
30/30 [==============================] - 5s 170ms/step - loss: 1.1700e-06 - accuracy: 1.0000
Epoch 337/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0069 - accuracy: 0.9989
Epoch 338/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0029 - accuracy: 0.9989
Epoch 339/400
30/30 [==============================] - 5s 169ms/step - loss: 2.4000e-04 - accuracy: 1.0000
Epoch 340/400
30/30 [==============================] - 5s 169ms/step - loss: 2.7754e-04 - accuracy: 1.0000
Epoch 341/400
30/30 [==============================] - 5s 169ms/step - loss: 4.5801e-05 - accuracy: 1.0000
Epoch 342/400
30/30 [==============================] - 5s 169ms/step - loss: 6.8024e-05 - accuracy: 1.0000
Epoch 343/400
30/30 [==============================] - 5s 169ms/step - loss: 9.5230e-06 - accuracy: 1.0000
Epoch 344/400
30/30 [==============================] - 5s 169ms/step - loss: 3.9367e-05 - accuracy: 1.0000
Epoch 345/400
30/30 [==============================] - 5s 169ms/step - loss: 5.6550e-06 - accuracy: 1.0000
Epoch 346/400
30/30 [==============================] - 5s 169ms/step - loss: 3.4483e-06 - accuracy: 1.0000
Epoch 347/400
30/30 [==============================] - 5s 168ms/step - loss: 5.1148e-04 - accuracy: 1.0000
Epoch 348/400
30/30 [==============================] - 5s 169ms/step - loss: 3.5666e-05 - accuracy: 1.0000
Epoch 349/400
30/30 [==============================] - 5s 169ms/step - loss: 7.3145e-05 - accuracy: 1.0000
Epoch 350/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3651e-05 - accuracy: 1.0000
Epoch 351/400
30/30 [==============================] - 5s 169ms/step - loss: 4.0815e-05 - accuracy: 1.0000
Epoch 352/400
30/30 [==============================] - 5s 169ms/step - loss: 9.4638e-06 - accuracy: 1.0000
Epoch 353/400
30/30 [==============================] - 5s 169ms/step - loss: 3.3971e-05 - accuracy: 1.0000
Epoch 354/400
30/30 [==============================] - 5s 169ms/step - loss: 3.3983e-06 - accuracy: 1.0000
Epoch 355/400
30/30 [==============================] - 5s 169ms/step - loss: 5.4832e-05 - accuracy: 1.0000
Epoch 356/400
30/30 [==============================] - 5s 169ms/step - loss: 4.2063e-06 - accuracy: 1.0000
Epoch 357/400
30/30 [==============================] - 5s 169ms/step - loss: 2.6138e-06 - accuracy: 1.0000
Epoch 358/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1154e-05 - accuracy: 1.0000
Epoch 359/400
30/30 [==============================] - 5s 169ms/step - loss: 7.5559e-05 - accuracy: 1.0000
Epoch 360/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3858e-06 - accuracy: 1.0000
Epoch 361/400
30/30 [==============================] - 5s 169ms/step - loss: 1.2210e-05 - accuracy: 1.0000
Epoch 362/400
30/30 [==============================] - 5s 169ms/step - loss: 2.9270e-06 - accuracy: 1.0000
Epoch 363/400
30/30 [==============================] - 5s 169ms/step - loss: 2.2549e-06 - accuracy: 1.0000
Epoch 364/400
30/30 [==============================] - 5s 169ms/step - loss: 5.3262e-06 - accuracy: 1.0000
Epoch 365/400
30/30 [==============================] - 5s 169ms/step - loss: 6.0306e-05 - accuracy: 1.0000
Epoch 366/400
30/30 [==============================] - 5s 169ms/step - loss: 3.5140e-05 - accuracy: 1.0000
Epoch 367/400
30/30 [==============================] - 5s 169ms/step - loss: 2.6820e-06 - accuracy: 1.0000
Epoch 368/400
30/30 [==============================] - 5s 169ms/step - loss: 3.7188e-06 - accuracy: 1.0000
Epoch 369/400
30/30 [==============================] - 5s 169ms/step - loss: 3.0689e-06 - accuracy: 1.0000
Epoch 370/400
30/30 [==============================] - 5s 169ms/step - loss: 6.5936e-06 - accuracy: 1.0000
Epoch 371/400
30/30 [==============================] - 5s 169ms/step - loss: 6.0974e-06 - accuracy: 1.0000
Epoch 372/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0011 - accuracy: 0.9989
Epoch 373/400
30/30 [==============================] - 5s 169ms/step - loss: 2.4818e-05 - accuracy: 1.0000
Epoch 374/400
30/30 [==============================] - 5s 169ms/step - loss: 1.6596e-07 - accuracy: 1.0000
Epoch 375/400
30/30 [==============================] - 5s 170ms/step - loss: 1.3534e-07 - accuracy: 1.0000
Epoch 376/400
30/30 [==============================] - 5s 169ms/step - loss: 7.0214e-04 - accuracy: 1.0000
Epoch 377/400
30/30 [==============================] - 5s 169ms/step - loss: 6.7446e-06 - accuracy: 1.0000
Epoch 378/400
30/30 [==============================] - 5s 169ms/step - loss: 7.9473e-06 - accuracy: 1.0000
Epoch 379/400
30/30 [==============================] - 5s 170ms/step - loss: 2.1778e-05 - accuracy: 1.0000
Epoch 380/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0035 - accuracy: 0.9989
Epoch 381/400
30/30 [==============================] - 5s 169ms/step - loss: 7.7767e-05 - accuracy: 1.0000
Epoch 382/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3496e-04 - accuracy: 1.0000
Epoch 383/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0019 - accuracy: 0.9979
Epoch 384/400
30/30 [==============================] - 5s 169ms/step - loss: 5.1194e-05 - accuracy: 1.0000
Epoch 385/400
30/30 [==============================] - 5s 169ms/step - loss: 7.2515e-06 - accuracy: 1.0000
Epoch 386/400
30/30 [==============================] - 5s 168ms/step - loss: 3.0813e-04 - accuracy: 1.0000
Epoch 387/400
30/30 [==============================] - 5s 169ms/step - loss: 3.3136e-06 - accuracy: 1.0000
Epoch 388/400
30/30 [==============================] - 5s 169ms/step - loss: 3.0823e-04 - accuracy: 1.0000
Epoch 389/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3951e-06 - accuracy: 1.0000
Epoch 390/400
30/30 [==============================] - 5s 169ms/step - loss: 6.4455e-06 - accuracy: 1.0000
Epoch 391/400
30/30 [==============================] - 5s 169ms/step - loss: 2.7318e-06 - accuracy: 1.0000
Epoch 392/400
30/30 [==============================] - 5s 169ms/step - loss: 3.8156e-07 - accuracy: 1.0000
Epoch 393/400
30/30 [==============================] - 5s 169ms/step - loss: 2.6387e-07 - accuracy: 1.0000
Epoch 394/400
30/30 [==============================] - 5s 169ms/step - loss: 7.7633e-07 - accuracy: 1.0000
Epoch 395/400
30/30 [==============================] - 5s 169ms/step - loss: 2.9549e-07 - accuracy: 1.0000
Epoch 396/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3328e-06 - accuracy: 1.0000
Epoch 397/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8635e-05 - accuracy: 1.0000
Epoch 398/400
30/30 [==============================] - 5s 169ms/step - loss: 1.9279e-07 - accuracy: 1.0000
Epoch 399/400
30/30 [==============================] - 5s 169ms/step - loss: 4.9365e-05 - accuracy: 1.0000
Epoch 400/400
30/30 [==============================] - 5s 169ms/step - loss: 5.0078e-06 - accuracy: 1.0000
Epoch 1/400
31/31 [==============================] - 5s 165ms/step - loss: 7.9133 - accuracy: 0.0133
Epoch 2/400
31/31 [==============================] - 5s 164ms/step - loss: 5.2004 - accuracy: 0.0102
Epoch 3/400
31/31 [==============================] - 5s 165ms/step - loss: 4.8661 - accuracy: 0.0922
Epoch 4/400
31/31 [==============================] - 5s 166ms/step - loss: 3.9847 - accuracy: 0.2346
Epoch 5/400
31/31 [==============================] - 5s 167ms/step - loss: 2.6970 - accuracy: 0.4498
Epoch 6/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5293 - accuracy: 0.6865
Epoch 7/400
31/31 [==============================] - 5s 168ms/step - loss: 0.7507 - accuracy: 0.8402
Epoch 8/400
31/31 [==============================] - 5s 168ms/step - loss: 0.3825 - accuracy: 0.9262
Epoch 9/400
31/31 [==============================] - 5s 167ms/step - loss: 0.1628 - accuracy: 0.9672
Epoch 10/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0817 - accuracy: 0.9846
Epoch 11/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0529 - accuracy: 0.9877
Epoch 12/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0460 - accuracy: 0.9898
Epoch 13/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0295 - accuracy: 0.9949
Epoch 14/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0334 - accuracy: 0.9959
Epoch 15/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0252 - accuracy: 0.9959
Epoch 16/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0127 - accuracy: 1.0000
Epoch 17/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0105 - accuracy: 0.9980
Epoch 18/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0225 - accuracy: 0.9949
Epoch 19/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0088 - accuracy: 0.9969
Epoch 20/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0095 - accuracy: 0.9980
Epoch 21/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0098 - accuracy: 0.9980
Epoch 22/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0097 - accuracy: 0.9980
Epoch 23/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0061 - accuracy: 0.9980
Epoch 24/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0082 - accuracy: 0.9980
Epoch 25/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0056 - accuracy: 0.9980
Epoch 26/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0045 - accuracy: 0.9980
Epoch 27/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0081 - accuracy: 0.9980
Epoch 28/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0022 - accuracy: 1.0000
Epoch 29/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 30/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0101 - accuracy: 0.9990
Epoch 31/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0037 - accuracy: 0.9990
Epoch 32/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 33/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0114 - accuracy: 0.9990
Epoch 34/400
31/31 [==============================] - 5s 168ms/step - loss: 7.9452e-04 - accuracy: 1.0000
Epoch 35/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0050 - accuracy: 0.9980
Epoch 36/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0039 - accuracy: 1.0000
Epoch 37/400
31/31 [==============================] - 5s 168ms/step - loss: 7.6303e-04 - accuracy: 1.0000
Epoch 38/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 39/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0083 - accuracy: 0.9990
Epoch 40/400
31/31 [==============================] - 5s 167ms/step - loss: 3.8812e-04 - accuracy: 1.0000
Epoch 41/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 42/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0096 - accuracy: 0.9980
Epoch 43/400
31/31 [==============================] - 5s 168ms/step - loss: 7.4217e-04 - accuracy: 1.0000
Epoch 44/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 45/400
31/31 [==============================] - 5s 168ms/step - loss: 4.0889e-04 - accuracy: 1.0000
Epoch 46/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 47/400
31/31 [==============================] - 5s 168ms/step - loss: 4.6030e-04 - accuracy: 1.0000
Epoch 48/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0027 - accuracy: 0.9990
Epoch 49/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0032 - accuracy: 0.9980
Epoch 50/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 51/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 52/400
31/31 [==============================] - 5s 167ms/step - loss: 4.2513e-04 - accuracy: 1.0000
Epoch 53/400
31/31 [==============================] - 5s 168ms/step - loss: 2.7148e-04 - accuracy: 1.0000
Epoch 54/400
31/31 [==============================] - 5s 168ms/step - loss: 5.6671e-04 - accuracy: 1.0000
Epoch 55/400
31/31 [==============================] - 5s 168ms/step - loss: 4.4202e-04 - accuracy: 1.0000
Epoch 56/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5814e-04 - accuracy: 1.0000
Epoch 57/400
31/31 [==============================] - 5s 168ms/step - loss: 4.8920e-04 - accuracy: 1.0000
Epoch 58/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 59/400
31/31 [==============================] - 5s 167ms/step - loss: 4.5472e-04 - accuracy: 1.0000
Epoch 60/400
31/31 [==============================] - 5s 168ms/step - loss: 2.4274e-04 - accuracy: 1.0000
Epoch 61/400
31/31 [==============================] - 5s 168ms/step - loss: 1.7579e-04 - accuracy: 1.0000
Epoch 62/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0030 - accuracy: 0.9990
Epoch 63/400
31/31 [==============================] - 5s 167ms/step - loss: 8.2914e-04 - accuracy: 1.0000
Epoch 64/400
31/31 [==============================] - 5s 167ms/step - loss: 3.1148e-04 - accuracy: 1.0000
Epoch 65/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 66/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 67/400
31/31 [==============================] - 5s 167ms/step - loss: 7.2499e-05 - accuracy: 1.0000
Epoch 68/400
31/31 [==============================] - 5s 167ms/step - loss: 1.0665e-04 - accuracy: 1.0000
Epoch 69/400
31/31 [==============================] - 5s 168ms/step - loss: 4.7220e-05 - accuracy: 1.0000
Epoch 70/400
31/31 [==============================] - 5s 168ms/step - loss: 6.0671e-05 - accuracy: 1.0000
Epoch 71/400
31/31 [==============================] - 5s 168ms/step - loss: 7.5650e-05 - accuracy: 1.0000
Epoch 72/400
31/31 [==============================] - 5s 168ms/step - loss: 9.5180e-05 - accuracy: 1.0000
Epoch 73/400
31/31 [==============================] - 5s 168ms/step - loss: 9.4970e-05 - accuracy: 1.0000
Epoch 74/400
31/31 [==============================] - 5s 168ms/step - loss: 6.7274e-04 - accuracy: 1.0000
Epoch 75/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0035 - accuracy: 0.9990
Epoch 76/400
31/31 [==============================] - 5s 168ms/step - loss: 1.4771e-04 - accuracy: 1.0000
Epoch 77/400
31/31 [==============================] - 5s 168ms/step - loss: 1.3734e-04 - accuracy: 1.0000
Epoch 78/400
31/31 [==============================] - 5s 167ms/step - loss: 6.7355e-04 - accuracy: 1.0000
Epoch 79/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0136 - accuracy: 0.9990
Epoch 80/400
31/31 [==============================] - 5s 168ms/step - loss: 9.5145e-04 - accuracy: 0.9990
Epoch 81/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0066 - accuracy: 0.9990
Epoch 82/400
31/31 [==============================] - 5s 167ms/step - loss: 2.4895e-04 - accuracy: 1.0000
Epoch 83/400
31/31 [==============================] - 5s 167ms/step - loss: 7.7366e-04 - accuracy: 1.0000
Epoch 84/400
31/31 [==============================] - 5s 168ms/step - loss: 2.3023e-04 - accuracy: 1.0000
Epoch 85/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0504e-04 - accuracy: 1.0000
Epoch 86/400
31/31 [==============================] - 5s 168ms/step - loss: 3.0509e-04 - accuracy: 1.0000
Epoch 87/400
31/31 [==============================] - 5s 168ms/step - loss: 4.0916e-05 - accuracy: 1.0000
Epoch 88/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0010 - accuracy: 0.9990
Epoch 89/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 90/400
31/31 [==============================] - 5s 168ms/step - loss: 9.0523e-05 - accuracy: 1.0000
Epoch 91/400
31/31 [==============================] - 5s 168ms/step - loss: 3.1455e-04 - accuracy: 1.0000
Epoch 92/400
31/31 [==============================] - 5s 167ms/step - loss: 4.6372e-04 - accuracy: 1.0000
Epoch 93/400
31/31 [==============================] - 5s 168ms/step - loss: 3.5398e-05 - accuracy: 1.0000
Epoch 94/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0094e-04 - accuracy: 1.0000
Epoch 95/400
31/31 [==============================] - 5s 168ms/step - loss: 7.9907e-05 - accuracy: 1.0000
Epoch 96/400
31/31 [==============================] - 5s 168ms/step - loss: 2.4125e-05 - accuracy: 1.0000
Epoch 97/400
31/31 [==============================] - 5s 168ms/step - loss: 3.1203e-05 - accuracy: 1.0000
Epoch 98/400
31/31 [==============================] - 5s 168ms/step - loss: 3.3893e-05 - accuracy: 1.0000
Epoch 99/400
31/31 [==============================] - 5s 167ms/step - loss: 4.4620e-04 - accuracy: 1.0000
Epoch 100/400
31/31 [==============================] - 5s 168ms/step - loss: 2.3759e-04 - accuracy: 1.0000
Epoch 101/400
31/31 [==============================] - 5s 168ms/step - loss: 3.7688e-05 - accuracy: 1.0000
Epoch 102/400
31/31 [==============================] - 5s 168ms/step - loss: 2.7252e-04 - accuracy: 1.0000
Epoch 103/400
31/31 [==============================] - 5s 167ms/step - loss: 3.6589e-04 - accuracy: 1.0000
Epoch 104/400
31/31 [==============================] - 5s 167ms/step - loss: 3.4017e-05 - accuracy: 1.0000
Epoch 105/400
31/31 [==============================] - 5s 168ms/step - loss: 6.4469e-05 - accuracy: 1.0000
Epoch 106/400
31/31 [==============================] - 5s 167ms/step - loss: 1.6345e-05 - accuracy: 1.0000
Epoch 107/400
31/31 [==============================] - 5s 168ms/step - loss: 2.6768e-05 - accuracy: 1.0000
Epoch 108/400
31/31 [==============================] - 5s 168ms/step - loss: 9.7739e-05 - accuracy: 1.0000
Epoch 109/400
31/31 [==============================] - 5s 168ms/step - loss: 4.8679e-04 - accuracy: 1.0000
Epoch 110/400
31/31 [==============================] - 5s 167ms/step - loss: 2.1968e-04 - accuracy: 1.0000
Epoch 111/400
31/31 [==============================] - 5s 167ms/step - loss: 9.3613e-04 - accuracy: 0.9990
Epoch 112/400
31/31 [==============================] - 5s 168ms/step - loss: 8.9557e-05 - accuracy: 1.0000
Epoch 113/400
31/31 [==============================] - 5s 168ms/step - loss: 7.9609e-05 - accuracy: 1.0000
Epoch 114/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0019 - accuracy: 0.9990
Epoch 115/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 116/400
31/31 [==============================] - 5s 168ms/step - loss: 9.1310e-05 - accuracy: 1.0000
Epoch 117/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0180e-04 - accuracy: 1.0000
Epoch 118/400
31/31 [==============================] - 5s 168ms/step - loss: 3.3136e-05 - accuracy: 1.0000
Epoch 119/400
31/31 [==============================] - 5s 168ms/step - loss: 3.8652e-05 - accuracy: 1.0000
Epoch 120/400
31/31 [==============================] - 5s 167ms/step - loss: 4.8289e-05 - accuracy: 1.0000
Epoch 121/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5143e-05 - accuracy: 1.0000
Epoch 122/400
31/31 [==============================] - 5s 168ms/step - loss: 1.3975e-05 - accuracy: 1.0000
Epoch 123/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0046 - accuracy: 0.9990
Epoch 124/400
31/31 [==============================] - 5s 167ms/step - loss: 6.8231e-05 - accuracy: 1.0000
Epoch 125/400
31/31 [==============================] - 5s 168ms/step - loss: 2.8011e-05 - accuracy: 1.0000
Epoch 126/400
31/31 [==============================] - 5s 168ms/step - loss: 2.0285e-05 - accuracy: 1.0000
Epoch 127/400
31/31 [==============================] - 5s 168ms/step - loss: 2.2397e-04 - accuracy: 1.0000
Epoch 128/400
31/31 [==============================] - 5s 168ms/step - loss: 3.0290e-04 - accuracy: 1.0000
Epoch 129/400
31/31 [==============================] - 5s 168ms/step - loss: 8.0246e-05 - accuracy: 1.0000
Epoch 130/400
31/31 [==============================] - 5s 169ms/step - loss: 8.7792e-05 - accuracy: 1.0000
Epoch 131/400
31/31 [==============================] - 5s 168ms/step - loss: 3.4970e-05 - accuracy: 1.0000
Epoch 132/400
31/31 [==============================] - 5s 168ms/step - loss: 2.0331e-05 - accuracy: 1.0000
Epoch 133/400
31/31 [==============================] - 5s 168ms/step - loss: 7.9839e-05 - accuracy: 1.0000
Epoch 134/400
31/31 [==============================] - 5s 168ms/step - loss: 2.9613e-05 - accuracy: 1.0000
Epoch 135/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0323e-05 - accuracy: 1.0000
Epoch 136/400
31/31 [==============================] - 5s 168ms/step - loss: 4.7727e-05 - accuracy: 1.0000
Epoch 137/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0047 - accuracy: 0.9990
Epoch 138/400
31/31 [==============================] - 5s 168ms/step - loss: 5.1323e-04 - accuracy: 1.0000
Epoch 139/400
31/31 [==============================] - 5s 168ms/step - loss: 7.9192e-05 - accuracy: 1.0000
Epoch 140/400
31/31 [==============================] - 5s 168ms/step - loss: 3.4931e-04 - accuracy: 1.0000
Epoch 141/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 142/400
31/31 [==============================] - 5s 168ms/step - loss: 7.5302e-04 - accuracy: 1.0000
Epoch 143/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5020e-05 - accuracy: 1.0000
Epoch 144/400
31/31 [==============================] - 5s 168ms/step - loss: 2.6645e-05 - accuracy: 1.0000
Epoch 145/400
31/31 [==============================] - 5s 168ms/step - loss: 7.1398e-05 - accuracy: 1.0000
Epoch 146/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 147/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 148/400
31/31 [==============================] - 5s 168ms/step - loss: 1.2007e-04 - accuracy: 1.0000
Epoch 149/400
31/31 [==============================] - 5s 168ms/step - loss: 3.0462e-05 - accuracy: 1.0000
Epoch 150/400
31/31 [==============================] - 5s 168ms/step - loss: 2.8842e-04 - accuracy: 1.0000
Epoch 151/400
31/31 [==============================] - 5s 168ms/step - loss: 6.1134e-05 - accuracy: 1.0000
Epoch 152/400
31/31 [==============================] - 5s 168ms/step - loss: 5.0001e-05 - accuracy: 1.0000
Epoch 153/400
31/31 [==============================] - 5s 168ms/step - loss: 2.2064e-04 - accuracy: 1.0000
Epoch 154/400
31/31 [==============================] - 5s 168ms/step - loss: 2.1201e-05 - accuracy: 1.0000
Epoch 155/400
31/31 [==============================] - 5s 167ms/step - loss: 6.6678e-05 - accuracy: 1.0000
Epoch 156/400
31/31 [==============================] - 5s 168ms/step - loss: 2.1075e-05 - accuracy: 1.0000
Epoch 157/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0860e-05 - accuracy: 1.0000
Epoch 158/400
31/31 [==============================] - 5s 168ms/step - loss: 2.6456e-05 - accuracy: 1.0000
Epoch 159/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0040 - accuracy: 0.9990
Epoch 160/400
31/31 [==============================] - 5s 169ms/step - loss: 1.0772e-04 - accuracy: 1.0000
Epoch 161/400
31/31 [==============================] - 5s 168ms/step - loss: 5.9671e-04 - accuracy: 1.0000
Epoch 162/400
31/31 [==============================] - 5s 169ms/step - loss: 2.6166e-05 - accuracy: 1.0000
Epoch 163/400
31/31 [==============================] - 5s 168ms/step - loss: 8.0896e-04 - accuracy: 1.0000
Epoch 164/400
31/31 [==============================] - 5s 168ms/step - loss: 3.0088e-05 - accuracy: 1.0000
Epoch 165/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5198e-04 - accuracy: 1.0000
Epoch 166/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0175e-05 - accuracy: 1.0000
Epoch 167/400
31/31 [==============================] - 5s 169ms/step - loss: 1.7553e-05 - accuracy: 1.0000
Epoch 168/400
31/31 [==============================] - 5s 168ms/step - loss: 5.1184e-05 - accuracy: 1.0000
Epoch 169/400
31/31 [==============================] - 5s 168ms/step - loss: 8.6215e-05 - accuracy: 1.0000
Epoch 170/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0037 - accuracy: 0.9990
Epoch 171/400
31/31 [==============================] - 5s 168ms/step - loss: 3.6751e-04 - accuracy: 1.0000
Epoch 172/400
31/31 [==============================] - 5s 168ms/step - loss: 9.5601e-04 - accuracy: 1.0000
Epoch 173/400
31/31 [==============================] - 5s 168ms/step - loss: 2.3148e-05 - accuracy: 1.0000
Epoch 174/400
31/31 [==============================] - 5s 168ms/step - loss: 7.2209e-05 - accuracy: 1.0000
Epoch 175/400
31/31 [==============================] - 5s 168ms/step - loss: 4.0829e-05 - accuracy: 1.0000
Epoch 176/400
31/31 [==============================] - 5s 168ms/step - loss: 1.2901e-04 - accuracy: 1.0000
Epoch 177/400
31/31 [==============================] - 5s 168ms/step - loss: 5.0158e-05 - accuracy: 1.0000
Epoch 178/400
31/31 [==============================] - 5s 168ms/step - loss: 1.7026e-05 - accuracy: 1.0000
Epoch 179/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5310e-05 - accuracy: 1.0000
Epoch 180/400
31/31 [==============================] - 5s 168ms/step - loss: 5.6093e-06 - accuracy: 1.0000
Epoch 181/400
31/31 [==============================] - 5s 168ms/step - loss: 3.5943e-05 - accuracy: 1.0000
Epoch 182/400
31/31 [==============================] - 5s 168ms/step - loss: 1.9643e-05 - accuracy: 1.0000
Epoch 183/400
31/31 [==============================] - 5s 169ms/step - loss: 3.8174e-06 - accuracy: 1.0000
Epoch 184/400
31/31 [==============================] - 5s 168ms/step - loss: 9.9806e-05 - accuracy: 1.0000
Epoch 185/400
31/31 [==============================] - 5s 168ms/step - loss: 2.0085e-05 - accuracy: 1.0000
Epoch 186/400
31/31 [==============================] - 5s 168ms/step - loss: 9.0205e-05 - accuracy: 1.0000
Epoch 187/400
31/31 [==============================] - 5s 168ms/step - loss: 1.4851e-05 - accuracy: 1.0000
Epoch 188/400
31/31 [==============================] - 5s 168ms/step - loss: 4.0605e-06 - accuracy: 1.0000
Epoch 189/400
31/31 [==============================] - 5s 168ms/step - loss: 8.7943e-06 - accuracy: 1.0000
Epoch 190/400
31/31 [==============================] - 5s 168ms/step - loss: 2.0892e-05 - accuracy: 1.0000
Epoch 191/400
31/31 [==============================] - 5s 168ms/step - loss: 5.0073e-04 - accuracy: 1.0000
Epoch 192/400
31/31 [==============================] - 5s 168ms/step - loss: 1.9905e-05 - accuracy: 1.0000
Epoch 193/400
31/31 [==============================] - 5s 168ms/step - loss: 5.1408e-05 - accuracy: 1.0000
Epoch 194/400
31/31 [==============================] - 5s 168ms/step - loss: 8.1169e-05 - accuracy: 1.0000
Epoch 195/400
31/31 [==============================] - 5s 169ms/step - loss: 1.9652e-05 - accuracy: 1.0000
Epoch 196/400
31/31 [==============================] - 5s 168ms/step - loss: 1.9286e-05 - accuracy: 1.0000
Epoch 197/400
31/31 [==============================] - 5s 168ms/step - loss: 2.5575e-05 - accuracy: 1.0000
Epoch 198/400
31/31 [==============================] - 5s 168ms/step - loss: 3.3870e-06 - accuracy: 1.0000
Epoch 199/400
31/31 [==============================] - 5s 168ms/step - loss: 1.3778e-05 - accuracy: 1.0000
Epoch 200/400
31/31 [==============================] - 5s 169ms/step - loss: 2.7663e-06 - accuracy: 1.0000
Epoch 201/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0813e-05 - accuracy: 1.0000
Epoch 202/400
31/31 [==============================] - 5s 169ms/step - loss: 1.1446e-05 - accuracy: 1.0000
Epoch 203/400
31/31 [==============================] - 5s 168ms/step - loss: 2.6831e-06 - accuracy: 1.0000
Epoch 204/400
31/31 [==============================] - 5s 168ms/step - loss: 5.6838e-04 - accuracy: 1.0000
Epoch 205/400
31/31 [==============================] - 5s 168ms/step - loss: 7.4124e-06 - accuracy: 1.0000
Epoch 206/400
31/31 [==============================] - 5s 168ms/step - loss: 9.6501e-05 - accuracy: 1.0000
Epoch 207/400
31/31 [==============================] - 5s 168ms/step - loss: 7.9839e-06 - accuracy: 1.0000
Epoch 208/400
31/31 [==============================] - 5s 168ms/step - loss: 3.1993e-06 - accuracy: 1.0000
Epoch 209/400
31/31 [==============================] - 5s 168ms/step - loss: 5.3126e-06 - accuracy: 1.0000
Epoch 210/400
31/31 [==============================] - 5s 168ms/step - loss: 2.7136e-05 - accuracy: 1.0000
Epoch 211/400
31/31 [==============================] - 5s 168ms/step - loss: 3.5483e-05 - accuracy: 1.0000
Epoch 212/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 213/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6540e-05 - accuracy: 1.0000
Epoch 214/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 215/400
31/31 [==============================] - 5s 168ms/step - loss: 3.3557e-04 - accuracy: 1.0000
Epoch 216/400
31/31 [==============================] - 5s 168ms/step - loss: 5.8339e-05 - accuracy: 1.0000
Epoch 217/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0915e-05 - accuracy: 1.0000
Epoch 218/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5812e-04 - accuracy: 1.0000
Epoch 219/400
31/31 [==============================] - 5s 167ms/step - loss: 3.7559e-06 - accuracy: 1.0000
Epoch 220/400
31/31 [==============================] - 5s 168ms/step - loss: 5.3613e-06 - accuracy: 1.0000
Epoch 221/400
31/31 [==============================] - 5s 168ms/step - loss: 4.1915e-06 - accuracy: 1.0000
Epoch 222/400
31/31 [==============================] - 5s 168ms/step - loss: 1.4272e-05 - accuracy: 1.0000
Epoch 223/400
31/31 [==============================] - 5s 168ms/step - loss: 2.6588e-05 - accuracy: 1.0000
Epoch 224/400
31/31 [==============================] - 5s 168ms/step - loss: 2.9000e-06 - accuracy: 1.0000
Epoch 225/400
31/31 [==============================] - 5s 168ms/step - loss: 2.2864e-06 - accuracy: 1.0000
Epoch 226/400
31/31 [==============================] - 5s 168ms/step - loss: 3.4219e-05 - accuracy: 1.0000
Epoch 227/400
31/31 [==============================] - 5s 168ms/step - loss: 3.1717e-06 - accuracy: 1.0000
Epoch 228/400
31/31 [==============================] - 5s 168ms/step - loss: 2.0530e-05 - accuracy: 1.0000
Epoch 229/400
31/31 [==============================] - 5s 168ms/step - loss: 3.1756e-06 - accuracy: 1.0000
Epoch 230/400
31/31 [==============================] - 5s 168ms/step - loss: 3.2642e-06 - accuracy: 1.0000
Epoch 231/400
31/31 [==============================] - 5s 168ms/step - loss: 6.4216e-06 - accuracy: 1.0000
Epoch 232/400
31/31 [==============================] - 5s 168ms/step - loss: 9.0841e-06 - accuracy: 1.0000
Epoch 233/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0128e-05 - accuracy: 1.0000
Epoch 234/400
31/31 [==============================] - 5s 168ms/step - loss: 3.5270e-06 - accuracy: 1.0000
Epoch 235/400
31/31 [==============================] - 5s 168ms/step - loss: 6.8435e-05 - accuracy: 1.0000
Epoch 236/400
31/31 [==============================] - 5s 168ms/step - loss: 2.6026e-05 - accuracy: 1.0000
Epoch 237/400
31/31 [==============================] - 5s 168ms/step - loss: 8.7444e-06 - accuracy: 1.0000
Epoch 238/400
31/31 [==============================] - 5s 168ms/step - loss: 2.2219e-05 - accuracy: 1.0000
Epoch 239/400
31/31 [==============================] - 5s 169ms/step - loss: 5.8011e-04 - accuracy: 1.0000
Epoch 240/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 241/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6655e-06 - accuracy: 1.0000
Epoch 242/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 243/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0263e-05 - accuracy: 1.0000
Epoch 244/400
31/31 [==============================] - 5s 169ms/step - loss: 1.3297e-05 - accuracy: 1.0000
Epoch 245/400
31/31 [==============================] - 5s 169ms/step - loss: 4.8065e-04 - accuracy: 1.0000
Epoch 246/400
31/31 [==============================] - 5s 169ms/step - loss: 3.3234e-05 - accuracy: 1.0000
Epoch 247/400
31/31 [==============================] - 5s 168ms/step - loss: 4.7477e-05 - accuracy: 1.0000
Epoch 248/400
31/31 [==============================] - 5s 169ms/step - loss: 5.5175e-05 - accuracy: 1.0000
Epoch 249/400
31/31 [==============================] - 5s 169ms/step - loss: 6.4462e-04 - accuracy: 1.0000
Epoch 250/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0030 - accuracy: 0.9990
Epoch 251/400
31/31 [==============================] - 5s 168ms/step - loss: 2.6564e-05 - accuracy: 1.0000
Epoch 252/400
31/31 [==============================] - 5s 169ms/step - loss: 1.4122e-04 - accuracy: 1.0000
Epoch 253/400
31/31 [==============================] - 5s 169ms/step - loss: 3.9048e-04 - accuracy: 1.0000
Epoch 254/400
31/31 [==============================] - 5s 169ms/step - loss: 6.2199e-05 - accuracy: 1.0000
Epoch 255/400
31/31 [==============================] - 5s 168ms/step - loss: 3.5412e-04 - accuracy: 1.0000
Epoch 256/400
31/31 [==============================] - 5s 169ms/step - loss: 4.0393e-06 - accuracy: 1.0000
Epoch 257/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0743e-06 - accuracy: 1.0000
Epoch 258/400
31/31 [==============================] - 5s 169ms/step - loss: 2.2869e-06 - accuracy: 1.0000
Epoch 259/400
31/31 [==============================] - 5s 169ms/step - loss: 4.3890e-06 - accuracy: 1.0000
Epoch 260/400
31/31 [==============================] - 5s 169ms/step - loss: 3.1670e-06 - accuracy: 1.0000
Epoch 261/400
31/31 [==============================] - 5s 168ms/step - loss: 7.4088e-06 - accuracy: 1.0000
Epoch 262/400
31/31 [==============================] - 5s 169ms/step - loss: 1.0377e-05 - accuracy: 1.0000
Epoch 263/400
31/31 [==============================] - 5s 168ms/step - loss: 4.1133e-06 - accuracy: 1.0000
Epoch 264/400
31/31 [==============================] - 5s 169ms/step - loss: 4.5372e-06 - accuracy: 1.0000
Epoch 265/400
31/31 [==============================] - 5s 169ms/step - loss: 6.5523e-04 - accuracy: 1.0000
Epoch 266/400
31/31 [==============================] - 5s 169ms/step - loss: 3.0988e-05 - accuracy: 1.0000
Epoch 267/400
31/31 [==============================] - 5s 169ms/step - loss: 9.6627e-06 - accuracy: 1.0000
Epoch 268/400
31/31 [==============================] - 5s 168ms/step - loss: 1.1612e-05 - accuracy: 1.0000
Epoch 269/400
31/31 [==============================] - 5s 168ms/step - loss: 1.2186e-05 - accuracy: 1.0000
Epoch 270/400
31/31 [==============================] - 5s 168ms/step - loss: 7.2966e-06 - accuracy: 1.0000
Epoch 271/400
31/31 [==============================] - 5s 168ms/step - loss: 2.7432e-05 - accuracy: 1.0000
Epoch 272/400
31/31 [==============================] - 5s 169ms/step - loss: 1.9040e-05 - accuracy: 1.0000
Epoch 273/400
31/31 [==============================] - 5s 168ms/step - loss: 8.1094e-07 - accuracy: 1.0000
Epoch 274/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5299e-05 - accuracy: 1.0000
Epoch 275/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 276/400
31/31 [==============================] - 5s 168ms/step - loss: 1.9715e-05 - accuracy: 1.0000
Epoch 277/400
31/31 [==============================] - 5s 168ms/step - loss: 4.0843e-06 - accuracy: 1.0000
Epoch 278/400
31/31 [==============================] - 5s 168ms/step - loss: 5.8521e-05 - accuracy: 1.0000
Epoch 279/400
31/31 [==============================] - 5s 168ms/step - loss: 1.2419e-05 - accuracy: 1.0000
Epoch 280/400
31/31 [==============================] - 5s 168ms/step - loss: 3.3641e-06 - accuracy: 1.0000
Epoch 281/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0011 - accuracy: 0.9990
Epoch 282/400
31/31 [==============================] - 5s 168ms/step - loss: 1.9442e-05 - accuracy: 1.0000
Epoch 283/400
31/31 [==============================] - 5s 168ms/step - loss: 1.2568e-04 - accuracy: 1.0000
Epoch 284/400
31/31 [==============================] - 5s 168ms/step - loss: 5.0292e-05 - accuracy: 1.0000
Epoch 285/400
31/31 [==============================] - 5s 169ms/step - loss: 1.5453e-04 - accuracy: 1.0000
Epoch 286/400
31/31 [==============================] - 5s 168ms/step - loss: 9.9591e-06 - accuracy: 1.0000
Epoch 287/400
31/31 [==============================] - 5s 168ms/step - loss: 4.9405e-07 - accuracy: 1.0000
Epoch 288/400
31/31 [==============================] - 5s 169ms/step - loss: 4.8821e-05 - accuracy: 1.0000
Epoch 289/400
31/31 [==============================] - 5s 168ms/step - loss: 1.3201e-06 - accuracy: 1.0000
Epoch 290/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6810e-06 - accuracy: 1.0000
Epoch 291/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0334e-05 - accuracy: 1.0000
Epoch 292/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6104e-05 - accuracy: 1.0000
Epoch 293/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0638e-06 - accuracy: 1.0000
Epoch 294/400
31/31 [==============================] - 5s 168ms/step - loss: 9.6685e-06 - accuracy: 1.0000
Epoch 295/400
31/31 [==============================] - 5s 168ms/step - loss: 5.3504e-06 - accuracy: 1.0000
Epoch 296/400
31/31 [==============================] - 5s 168ms/step - loss: 2.2485e-06 - accuracy: 1.0000
Epoch 297/400
31/31 [==============================] - 5s 168ms/step - loss: 2.5299e-04 - accuracy: 1.0000
Epoch 298/400
31/31 [==============================] - 5s 168ms/step - loss: 2.8243e-06 - accuracy: 1.0000
Epoch 299/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6254e-05 - accuracy: 1.0000
Epoch 300/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6691e-05 - accuracy: 1.0000
Epoch 301/400
31/31 [==============================] - 5s 168ms/step - loss: 7.7212e-06 - accuracy: 1.0000
Epoch 302/400
31/31 [==============================] - 5s 168ms/step - loss: 6.7757e-06 - accuracy: 1.0000
Epoch 303/400
31/31 [==============================] - 5s 168ms/step - loss: 9.4739e-06 - accuracy: 1.0000
Epoch 304/400
31/31 [==============================] - 5s 168ms/step - loss: 1.8913e-06 - accuracy: 1.0000
Epoch 305/400
31/31 [==============================] - 5s 168ms/step - loss: 3.4694e-06 - accuracy: 1.0000
Epoch 306/400
31/31 [==============================] - 5s 168ms/step - loss: 4.3737e-06 - accuracy: 1.0000
Epoch 307/400
31/31 [==============================] - 5s 168ms/step - loss: 5.3975e-06 - accuracy: 1.0000
Epoch 308/400
31/31 [==============================] - 5s 168ms/step - loss: 2.0701e-04 - accuracy: 1.0000
Epoch 309/400
31/31 [==============================] - 5s 168ms/step - loss: 4.8166e-05 - accuracy: 1.0000
Epoch 310/400
31/31 [==============================] - 5s 168ms/step - loss: 7.1399e-06 - accuracy: 1.0000
Epoch 311/400
31/31 [==============================] - 5s 168ms/step - loss: 3.1477e-05 - accuracy: 1.0000
Epoch 312/400
31/31 [==============================] - 5s 168ms/step - loss: 2.7914e-06 - accuracy: 1.0000
Epoch 313/400
31/31 [==============================] - 5s 168ms/step - loss: 2.8928e-05 - accuracy: 1.0000
Epoch 314/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6010e-06 - accuracy: 1.0000
Epoch 315/400
31/31 [==============================] - 5s 168ms/step - loss: 2.4402e-04 - accuracy: 1.0000
Epoch 316/400
31/31 [==============================] - 5s 168ms/step - loss: 2.2718e-06 - accuracy: 1.0000
Epoch 317/400
31/31 [==============================] - 5s 167ms/step - loss: 9.2957e-04 - accuracy: 0.9990
Epoch 318/400
31/31 [==============================] - 5s 168ms/step - loss: 4.2331e-05 - accuracy: 1.0000
Epoch 319/400
31/31 [==============================] - 5s 167ms/step - loss: 6.5928e-04 - accuracy: 1.0000
Epoch 320/400
31/31 [==============================] - 5s 168ms/step - loss: 5.9985e-05 - accuracy: 1.0000
Epoch 321/400
31/31 [==============================] - 5s 168ms/step - loss: 1.7838e-05 - accuracy: 1.0000
Epoch 322/400
31/31 [==============================] - 5s 167ms/step - loss: 1.4267e-04 - accuracy: 1.0000
Epoch 323/400
31/31 [==============================] - 5s 168ms/step - loss: 5.0742e-05 - accuracy: 1.0000
Epoch 324/400
31/31 [==============================] - 5s 168ms/step - loss: 3.9835e-04 - accuracy: 1.0000
Epoch 325/400
31/31 [==============================] - 5s 168ms/step - loss: 2.1125e-04 - accuracy: 1.0000
Epoch 326/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0969e-06 - accuracy: 1.0000
Epoch 327/400
31/31 [==============================] - 5s 168ms/step - loss: 2.4461e-05 - accuracy: 1.0000
Epoch 328/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5943e-06 - accuracy: 1.0000
Epoch 329/400
31/31 [==============================] - 5s 168ms/step - loss: 5.6288e-05 - accuracy: 1.0000
Epoch 330/400
31/31 [==============================] - 5s 168ms/step - loss: 1.3138e-05 - accuracy: 1.0000
Epoch 331/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 332/400
31/31 [==============================] - 5s 168ms/step - loss: 5.2234e-05 - accuracy: 1.0000
Epoch 333/400
31/31 [==============================] - 5s 168ms/step - loss: 4.9107e-06 - accuracy: 1.0000
Epoch 334/400
31/31 [==============================] - 5s 168ms/step - loss: 7.6226e-06 - accuracy: 1.0000
Epoch 335/400
31/31 [==============================] - 5s 168ms/step - loss: 3.4726e-06 - accuracy: 1.0000
Epoch 336/400
31/31 [==============================] - 5s 168ms/step - loss: 4.8509e-05 - accuracy: 1.0000
Epoch 337/400
31/31 [==============================] - 5s 168ms/step - loss: 2.0137e-05 - accuracy: 1.0000
Epoch 338/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0014 - accuracy: 0.9990
Epoch 339/400
31/31 [==============================] - 5s 168ms/step - loss: 2.5960e-05 - accuracy: 1.0000
Epoch 340/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5445e-05 - accuracy: 1.0000
Epoch 341/400
31/31 [==============================] - 5s 168ms/step - loss: 1.7898e-05 - accuracy: 1.0000
Epoch 342/400
31/31 [==============================] - 5s 168ms/step - loss: 2.4337e-06 - accuracy: 1.0000
Epoch 343/400
31/31 [==============================] - 5s 168ms/step - loss: 2.3828e-06 - accuracy: 1.0000
Epoch 344/400
31/31 [==============================] - 5s 168ms/step - loss: 4.0484e-04 - accuracy: 1.0000
Epoch 345/400
31/31 [==============================] - 5s 168ms/step - loss: 6.7557e-04 - accuracy: 1.0000
Epoch 346/400
31/31 [==============================] - 5s 169ms/step - loss: 5.7762e-05 - accuracy: 1.0000
Epoch 347/400
31/31 [==============================] - 5s 168ms/step - loss: 8.1806e-07 - accuracy: 1.0000
Epoch 348/400
31/31 [==============================] - 5s 169ms/step - loss: 9.4391e-06 - accuracy: 1.0000
Epoch 349/400
31/31 [==============================] - 5s 169ms/step - loss: 4.1247e-06 - accuracy: 1.0000
Epoch 350/400
31/31 [==============================] - 5s 168ms/step - loss: 1.3802e-07 - accuracy: 1.0000
Epoch 351/400
31/31 [==============================] - 5s 169ms/step - loss: 9.6787e-07 - accuracy: 1.0000
Epoch 352/400
31/31 [==============================] - 5s 168ms/step - loss: 8.2632e-04 - accuracy: 1.0000
Epoch 353/400
31/31 [==============================] - 5s 168ms/step - loss: 6.3890e-05 - accuracy: 1.0000
Epoch 354/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0061 - accuracy: 0.9990
Epoch 355/400
31/31 [==============================] - 5s 168ms/step - loss: 2.9006e-04 - accuracy: 1.0000
Epoch 356/400
31/31 [==============================] - 5s 168ms/step - loss: 4.6867e-05 - accuracy: 1.0000
Epoch 357/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0011 - accuracy: 0.9990
Epoch 358/400
31/31 [==============================] - 5s 169ms/step - loss: 1.2704e-05 - accuracy: 1.0000
Epoch 359/400
31/31 [==============================] - 5s 168ms/step - loss: 4.2985e-06 - accuracy: 1.0000
Epoch 360/400
31/31 [==============================] - 5s 168ms/step - loss: 1.2380e-05 - accuracy: 1.0000
Epoch 361/400
31/31 [==============================] - 5s 168ms/step - loss: 1.8951e-06 - accuracy: 1.0000
Epoch 362/400
31/31 [==============================] - 5s 168ms/step - loss: 1.4411e-05 - accuracy: 1.0000
Epoch 363/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0032 - accuracy: 0.9990
Epoch 364/400
31/31 [==============================] - 5s 169ms/step - loss: 1.2875e-05 - accuracy: 1.0000
Epoch 365/400
31/31 [==============================] - 5s 168ms/step - loss: 2.6789e-05 - accuracy: 1.0000
Epoch 366/400
31/31 [==============================] - 5s 168ms/step - loss: 3.2198e-06 - accuracy: 1.0000
Epoch 367/400
31/31 [==============================] - 5s 169ms/step - loss: 4.7074e-06 - accuracy: 1.0000
Epoch 368/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0974e-05 - accuracy: 1.0000
Epoch 369/400
31/31 [==============================] - 5s 169ms/step - loss: 1.6684e-06 - accuracy: 1.0000
Epoch 370/400
31/31 [==============================] - 5s 168ms/step - loss: 6.7877e-05 - accuracy: 1.0000
Epoch 371/400
31/31 [==============================] - 5s 169ms/step - loss: 1.4342e-05 - accuracy: 1.0000
Epoch 372/400
31/31 [==============================] - 5s 169ms/step - loss: 3.5959e-06 - accuracy: 1.0000
Epoch 373/400
31/31 [==============================] - 5s 168ms/step - loss: 1.4214e-05 - accuracy: 1.0000
Epoch 374/400
31/31 [==============================] - 5s 168ms/step - loss: 1.7081e-06 - accuracy: 1.0000
Epoch 375/400
31/31 [==============================] - 5s 168ms/step - loss: 2.9663e-05 - accuracy: 1.0000
Epoch 376/400
31/31 [==============================] - 5s 169ms/step - loss: 2.6252e-06 - accuracy: 1.0000
Epoch 377/400
31/31 [==============================] - 5s 168ms/step - loss: 3.8071e-07 - accuracy: 1.0000
Epoch 378/400
31/31 [==============================] - 5s 168ms/step - loss: 1.4325e-04 - accuracy: 1.0000
Epoch 379/400
31/31 [==============================] - 5s 169ms/step - loss: 1.4917e-06 - accuracy: 1.0000
Epoch 380/400
31/31 [==============================] - 5s 168ms/step - loss: 7.4364e-06 - accuracy: 1.0000
Epoch 381/400
31/31 [==============================] - 5s 169ms/step - loss: 1.0356e-05 - accuracy: 1.0000
Epoch 382/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0212e-06 - accuracy: 1.0000
Epoch 383/400
31/31 [==============================] - 5s 169ms/step - loss: 4.3040e-07 - accuracy: 1.0000
Epoch 384/400
31/31 [==============================] - 5s 169ms/step - loss: 1.0422e-05 - accuracy: 1.0000
Epoch 385/400
31/31 [==============================] - 5s 168ms/step - loss: 1.8284e-06 - accuracy: 1.0000
Epoch 386/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6722e-05 - accuracy: 1.0000
Epoch 387/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0077e-05 - accuracy: 1.0000
Epoch 388/400
31/31 [==============================] - 5s 168ms/step - loss: 7.4365e-07 - accuracy: 1.0000
Epoch 389/400
31/31 [==============================] - 5s 168ms/step - loss: 4.2612e-07 - accuracy: 1.0000
Epoch 390/400
31/31 [==============================] - 5s 168ms/step - loss: 3.9345e-06 - accuracy: 1.0000
Epoch 391/400
31/31 [==============================] - 5s 168ms/step - loss: 4.3774e-07 - accuracy: 1.0000
Epoch 392/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6654e-06 - accuracy: 1.0000
Epoch 393/400
31/31 [==============================] - 5s 169ms/step - loss: 1.4815e-05 - accuracy: 1.0000
Epoch 394/400
31/31 [==============================] - 5s 168ms/step - loss: 3.2147e-06 - accuracy: 1.0000
Epoch 395/400
31/31 [==============================] - 5s 169ms/step - loss: 1.9623e-06 - accuracy: 1.0000
Epoch 396/400
31/31 [==============================] - 5s 168ms/step - loss: 8.2508e-06 - accuracy: 1.0000
Epoch 397/400
31/31 [==============================] - 5s 169ms/step - loss: 1.5460e-05 - accuracy: 1.0000
Epoch 398/400
31/31 [==============================] - 5s 168ms/step - loss: 2.1922e-06 - accuracy: 1.0000
Epoch 399/400
31/31 [==============================] - 5s 169ms/step - loss: 1.4730e-07 - accuracy: 1.0000
Epoch 400/400
31/31 [==============================] - 5s 168ms/step - loss: 5.8186e-07 - accuracy: 1.0000
Epoch 1/400
4/4 [==============================] - 1s 164ms/step - loss: 18.2126 - accuracy: 0.0323
Epoch 2/400
4/4 [==============================] - 1s 166ms/step - loss: 6.4478 - accuracy: 0.1935
Epoch 3/400
4/4 [==============================] - 1s 162ms/step - loss: 3.2827 - accuracy: 0.3790
Epoch 4/400
4/4 [==============================] - 1s 163ms/step - loss: 2.1058 - accuracy: 0.5968
Epoch 5/400
4/4 [==============================] - 1s 163ms/step - loss: 1.1044 - accuracy: 0.8710
Epoch 6/400
4/4 [==============================] - 1s 161ms/step - loss: 0.6376 - accuracy: 0.9677
Epoch 7/400
4/4 [==============================] - 1s 162ms/step - loss: 0.3417 - accuracy: 0.9597
Epoch 8/400
4/4 [==============================] - 1s 162ms/step - loss: 0.1610 - accuracy: 1.0000
Epoch 9/400
4/4 [==============================] - 1s 162ms/step - loss: 0.0685 - accuracy: 1.0000
Epoch 10/400
4/4 [==============================] - 1s 163ms/step - loss: 0.0384 - accuracy: 1.0000
Epoch 11/400
4/4 [==============================] - 1s 163ms/step - loss: 0.0343 - accuracy: 1.0000
Epoch 12/400
4/4 [==============================] - 1s 163ms/step - loss: 0.0243 - accuracy: 1.0000
Epoch 13/400
4/4 [==============================] - 1s 161ms/step - loss: 0.0239 - accuracy: 1.0000
Epoch 14/400
4/4 [==============================] - 1s 161ms/step - loss: 0.0234 - accuracy: 1.0000
Epoch 15/400
4/4 [==============================] - 1s 161ms/step - loss: 0.0176 - accuracy: 1.0000
Epoch 16/400
4/4 [==============================] - 1s 162ms/step - loss: 0.0113 - accuracy: 1.0000
Epoch 17/400
4/4 [==============================] - 1s 164ms/step - loss: 0.0099 - accuracy: 1.0000
Epoch 18/400
4/4 [==============================] - 1s 162ms/step - loss: 0.0073 - accuracy: 1.0000
Epoch 19/400
4/4 [==============================] - 1s 164ms/step - loss: 0.0050 - accuracy: 1.0000
Epoch 20/400
4/4 [==============================] - 1s 162ms/step - loss: 0.0107 - accuracy: 1.0000
Epoch 21/400
4/4 [==============================] - 1s 163ms/step - loss: 0.0043 - accuracy: 1.0000
Epoch 22/400
4/4 [==============================] - 1s 163ms/step - loss: 8.7373e-04 - accuracy: 1.0000
Epoch 23/400
4/4 [==============================] - 1s 160ms/step - loss: 1.2625e-04 - accuracy: 1.0000
Epoch 24/400
4/4 [==============================] - 1s 162ms/step - loss: 9.8753e-04 - accuracy: 1.0000
Epoch 25/400
4/4 [==============================] - 1s 161ms/step - loss: 8.0032e-05 - accuracy: 1.0000
Epoch 26/400
4/4 [==============================] - 1s 163ms/step - loss: 2.7346e-04 - accuracy: 1.0000
Epoch 27/400
4/4 [==============================] - 1s 165ms/step - loss: 3.6428e-04 - accuracy: 1.0000
Epoch 28/400
4/4 [==============================] - 1s 164ms/step - loss: 2.8276e-04 - accuracy: 1.0000
Epoch 29/400
4/4 [==============================] - 1s 163ms/step - loss: 3.9290e-04 - accuracy: 1.0000
Epoch 30/400
4/4 [==============================] - 1s 161ms/step - loss: 1.4529e-04 - accuracy: 1.0000
Epoch 31/400
4/4 [==============================] - 1s 161ms/step - loss: 9.4182e-05 - accuracy: 1.0000
Epoch 32/400
4/4 [==============================] - 1s 161ms/step - loss: 7.6982e-05 - accuracy: 1.0000
Epoch 33/400
4/4 [==============================] - 1s 160ms/step - loss: 4.0785e-04 - accuracy: 1.0000
Epoch 34/400
4/4 [==============================] - 1s 163ms/step - loss: 5.2508e-04 - accuracy: 1.0000
Epoch 35/400
4/4 [==============================] - 1s 161ms/step - loss: 6.7619e-04 - accuracy: 1.0000
Epoch 36/400
4/4 [==============================] - 1s 162ms/step - loss: 0.0020 - accuracy: 1.0000
Epoch 37/400
4/4 [==============================] - 1s 162ms/step - loss: 8.6472e-04 - accuracy: 1.0000
Epoch 38/400
4/4 [==============================] - 1s 163ms/step - loss: 1.4411e-04 - accuracy: 1.0000
Epoch 39/400
4/4 [==============================] - 1s 163ms/step - loss: 3.6127e-05 - accuracy: 1.0000
Epoch 40/400
4/4 [==============================] - 1s 161ms/step - loss: 6.1096e-04 - accuracy: 1.0000
Epoch 41/400
4/4 [==============================] - 1s 163ms/step - loss: 1.3826e-05 - accuracy: 1.0000
Epoch 42/400
4/4 [==============================] - 1s 163ms/step - loss: 4.6529e-05 - accuracy: 1.0000
Epoch 43/400
4/4 [==============================] - 1s 162ms/step - loss: 4.2024e-04 - accuracy: 1.0000
Epoch 44/400
4/4 [==============================] - 1s 162ms/step - loss: 1.9818e-04 - accuracy: 1.0000
Epoch 45/400
4/4 [==============================] - 1s 163ms/step - loss: 7.6504e-04 - accuracy: 1.0000
Epoch 46/400
4/4 [==============================] - 1s 163ms/step - loss: 2.1078e-05 - accuracy: 1.0000
Epoch 47/400
4/4 [==============================] - 1s 164ms/step - loss: 1.4940e-04 - accuracy: 1.0000
Epoch 48/400
4/4 [==============================] - 1s 162ms/step - loss: 1.9397e-04 - accuracy: 1.0000
Epoch 49/400
4/4 [==============================] - 1s 163ms/step - loss: 6.4375e-05 - accuracy: 1.0000
Epoch 50/400
4/4 [==============================] - 1s 163ms/step - loss: 1.8257e-05 - accuracy: 1.0000
Epoch 51/400
4/4 [==============================] - 1s 162ms/step - loss: 3.0336e-05 - accuracy: 1.0000
Epoch 52/400
4/4 [==============================] - 1s 164ms/step - loss: 2.5511e-04 - accuracy: 1.0000
Epoch 53/400
4/4 [==============================] - 1s 162ms/step - loss: 4.0840e-05 - accuracy: 1.0000
Epoch 54/400
4/4 [==============================] - 1s 162ms/step - loss: 8.9410e-05 - accuracy: 1.0000
Epoch 55/400
4/4 [==============================] - 1s 161ms/step - loss: 6.8747e-05 - accuracy: 1.0000
Epoch 56/400
4/4 [==============================] - 1s 162ms/step - loss: 7.2873e-05 - accuracy: 1.0000
Epoch 57/400
4/4 [==============================] - 1s 162ms/step - loss: 6.1206e-05 - accuracy: 1.0000
Epoch 58/400
4/4 [==============================] - 1s 161ms/step - loss: 4.6051e-05 - accuracy: 1.0000
Epoch 59/400
4/4 [==============================] - 1s 161ms/step - loss: 6.8666e-06 - accuracy: 1.0000
Epoch 60/400
4/4 [==============================] - 1s 164ms/step - loss: 3.5477e-05 - accuracy: 1.0000
Epoch 61/400
4/4 [==============================] - 1s 161ms/step - loss: 5.9259e-05 - accuracy: 1.0000
Epoch 62/400
4/4 [==============================] - 1s 162ms/step - loss: 3.5319e-05 - accuracy: 1.0000
Epoch 63/400
4/4 [==============================] - 1s 164ms/step - loss: 4.5936e-05 - accuracy: 1.0000
Epoch 64/400
4/4 [==============================] - 1s 162ms/step - loss: 1.9666e-05 - accuracy: 1.0000
Epoch 65/400
4/4 [==============================] - 1s 164ms/step - loss: 1.0247e-04 - accuracy: 1.0000
Epoch 66/400
4/4 [==============================] - 1s 165ms/step - loss: 7.7969e-06 - accuracy: 1.0000
Epoch 67/400
4/4 [==============================] - 1s 162ms/step - loss: 5.4468e-05 - accuracy: 1.0000
Epoch 68/400
4/4 [==============================] - 1s 163ms/step - loss: 9.8100e-05 - accuracy: 1.0000
Epoch 69/400
4/4 [==============================] - 1s 162ms/step - loss: 4.1080e-05 - accuracy: 1.0000
Epoch 70/400
4/4 [==============================] - 1s 162ms/step - loss: 1.4661e-05 - accuracy: 1.0000
Epoch 71/400
4/4 [==============================] - 1s 162ms/step - loss: 6.4215e-05 - accuracy: 1.0000
Epoch 72/400
4/4 [==============================] - 1s 161ms/step - loss: 2.0761e-05 - accuracy: 1.0000
Epoch 73/400
4/4 [==============================] - 1s 161ms/step - loss: 2.2905e-05 - accuracy: 1.0000
Epoch 74/400
4/4 [==============================] - 1s 162ms/step - loss: 2.7249e-05 - accuracy: 1.0000
Epoch 75/400
4/4 [==============================] - 1s 163ms/step - loss: 2.2023e-04 - accuracy: 1.0000
Epoch 76/400
4/4 [==============================] - 1s 162ms/step - loss: 6.2499e-05 - accuracy: 1.0000
Epoch 77/400
4/4 [==============================] - 1s 164ms/step - loss: 1.1821e-05 - accuracy: 1.0000
Epoch 78/400
4/4 [==============================] - 1s 162ms/step - loss: 6.4619e-05 - accuracy: 1.0000
Epoch 79/400
4/4 [==============================] - 1s 164ms/step - loss: 5.3652e-05 - accuracy: 1.0000
Epoch 80/400
4/4 [==============================] - 1s 163ms/step - loss: 3.3182e-05 - accuracy: 1.0000
Epoch 81/400
4/4 [==============================] - 1s 163ms/step - loss: 1.7635e-05 - accuracy: 1.0000
Epoch 82/400
4/4 [==============================] - 1s 164ms/step - loss: 8.1079e-06 - accuracy: 1.0000
Epoch 83/400
4/4 [==============================] - 1s 163ms/step - loss: 3.7642e-05 - accuracy: 1.0000
Epoch 84/400
4/4 [==============================] - 1s 163ms/step - loss: 1.1373e-04 - accuracy: 1.0000
Epoch 85/400
4/4 [==============================] - 1s 162ms/step - loss: 3.0349e-05 - accuracy: 1.0000
Epoch 86/400
4/4 [==============================] - 1s 162ms/step - loss: 2.5909e-05 - accuracy: 1.0000
Epoch 87/400
4/4 [==============================] - 1s 163ms/step - loss: 2.5768e-05 - accuracy: 1.0000
Epoch 88/400
4/4 [==============================] - 1s 162ms/step - loss: 2.0365e-05 - accuracy: 1.0000
Epoch 89/400
4/4 [==============================] - 1s 161ms/step - loss: 1.6622e-05 - accuracy: 1.0000
Epoch 90/400
4/4 [==============================] - 1s 162ms/step - loss: 2.0534e-06 - accuracy: 1.0000
Epoch 91/400
4/4 [==============================] - 1s 162ms/step - loss: 1.4370e-05 - accuracy: 1.0000
Epoch 92/400
4/4 [==============================] - 1s 161ms/step - loss: 4.3787e-05 - accuracy: 1.0000
Epoch 93/400
4/4 [==============================] - 1s 162ms/step - loss: 8.8175e-06 - accuracy: 1.0000
Epoch 94/400
4/4 [==============================] - 1s 163ms/step - loss: 2.4075e-05 - accuracy: 1.0000
Epoch 95/400
4/4 [==============================] - 1s 161ms/step - loss: 2.9957e-05 - accuracy: 1.0000
Epoch 96/400
4/4 [==============================] - 1s 162ms/step - loss: 1.5797e-04 - accuracy: 1.0000
Epoch 97/400
4/4 [==============================] - 1s 163ms/step - loss: 3.5802e-05 - accuracy: 1.0000
Epoch 98/400
4/4 [==============================] - 1s 162ms/step - loss: 7.8306e-05 - accuracy: 1.0000
Epoch 99/400
4/4 [==============================] - 1s 163ms/step - loss: 2.0537e-05 - accuracy: 1.0000
Epoch 100/400
4/4 [==============================] - 1s 162ms/step - loss: 3.8739e-06 - accuracy: 1.0000
Epoch 101/400
4/4 [==============================] - 1s 165ms/step - loss: 9.0297e-05 - accuracy: 1.0000
Epoch 102/400
4/4 [==============================] - 1s 161ms/step - loss: 4.6711e-05 - accuracy: 1.0000
Epoch 103/400
4/4 [==============================] - 1s 160ms/step - loss: 2.1688e-04 - accuracy: 1.0000
Epoch 104/400
4/4 [==============================] - 1s 163ms/step - loss: 2.3445e-05 - accuracy: 1.0000
Epoch 105/400
4/4 [==============================] - 1s 162ms/step - loss: 1.3555e-05 - accuracy: 1.0000
Epoch 106/400
4/4 [==============================] - 1s 161ms/step - loss: 2.8014e-06 - accuracy: 1.0000
Epoch 107/400
4/4 [==============================] - 1s 161ms/step - loss: 7.6557e-06 - accuracy: 1.0000
Epoch 108/400
4/4 [==============================] - 1s 162ms/step - loss: 8.4390e-05 - accuracy: 1.0000
Epoch 109/400
4/4 [==============================] - 1s 161ms/step - loss: 6.1559e-05 - accuracy: 1.0000
Epoch 110/400
4/4 [==============================] - 1s 162ms/step - loss: 3.2556e-04 - accuracy: 1.0000
Epoch 111/400
4/4 [==============================] - 1s 161ms/step - loss: 9.1600e-05 - accuracy: 1.0000
Epoch 112/400
4/4 [==============================] - 1s 162ms/step - loss: 4.2837e-04 - accuracy: 1.0000
Epoch 113/400
4/4 [==============================] - 1s 163ms/step - loss: 9.3066e-05 - accuracy: 1.0000
Epoch 114/400
4/4 [==============================] - 1s 161ms/step - loss: 1.5103e-05 - accuracy: 1.0000
Epoch 115/400
4/4 [==============================] - 1s 162ms/step - loss: 5.7069e-06 - accuracy: 1.0000
Epoch 116/400
4/4 [==============================] - 1s 162ms/step - loss: 2.0917e-05 - accuracy: 1.0000
Epoch 117/400
4/4 [==============================] - 1s 162ms/step - loss: 6.0646e-06 - accuracy: 1.0000
Epoch 118/400
4/4 [==============================] - 1s 162ms/step - loss: 1.6006e-06 - accuracy: 1.0000
Epoch 119/400
4/4 [==============================] - 1s 163ms/step - loss: 6.1415e-05 - accuracy: 1.0000
Epoch 120/400
4/4 [==============================] - 1s 161ms/step - loss: 1.7042e-05 - accuracy: 1.0000
Epoch 121/400
4/4 [==============================] - 1s 163ms/step - loss: 8.0277e-05 - accuracy: 1.0000
Epoch 122/400
4/4 [==============================] - 1s 163ms/step - loss: 2.1694e-05 - accuracy: 1.0000
Epoch 123/400
4/4 [==============================] - 1s 163ms/step - loss: 4.0026e-05 - accuracy: 1.0000
Epoch 124/400
4/4 [==============================] - 1s 162ms/step - loss: 9.4336e-06 - accuracy: 1.0000
Epoch 125/400
4/4 [==============================] - 1s 163ms/step - loss: 1.0305e-05 - accuracy: 1.0000
Epoch 126/400
4/4 [==============================] - 1s 163ms/step - loss: 3.0548e-06 - accuracy: 1.0000
Epoch 127/400
4/4 [==============================] - 1s 163ms/step - loss: 7.0774e-05 - accuracy: 1.0000
Epoch 128/400
4/4 [==============================] - 1s 163ms/step - loss: 2.3799e-05 - accuracy: 1.0000
Epoch 129/400
4/4 [==============================] - 1s 163ms/step - loss: 2.7565e-04 - accuracy: 1.0000
Epoch 130/400
4/4 [==============================] - 1s 163ms/step - loss: 1.0751e-05 - accuracy: 1.0000
Epoch 131/400
4/4 [==============================] - 1s 162ms/step - loss: 3.5773e-05 - accuracy: 1.0000
Epoch 132/400
4/4 [==============================] - 1s 162ms/step - loss: 5.0957e-06 - accuracy: 1.0000
Epoch 133/400
4/4 [==============================] - 1s 161ms/step - loss: 8.6088e-06 - accuracy: 1.0000
Epoch 134/400
4/4 [==============================] - 1s 163ms/step - loss: 1.6083e-06 - accuracy: 1.0000
Epoch 135/400
4/4 [==============================] - 1s 161ms/step - loss: 4.2060e-05 - accuracy: 1.0000
Epoch 136/400
4/4 [==============================] - 1s 162ms/step - loss: 1.0359e-04 - accuracy: 1.0000
Epoch 137/400
4/4 [==============================] - 1s 163ms/step - loss: 1.0265e-05 - accuracy: 1.0000
Epoch 138/400
4/4 [==============================] - 1s 165ms/step - loss: 1.0434e-05 - accuracy: 1.0000
Epoch 139/400
4/4 [==============================] - 1s 163ms/step - loss: 1.1613e-05 - accuracy: 1.0000
Epoch 140/400
4/4 [==============================] - 1s 163ms/step - loss: 4.6115e-05 - accuracy: 1.0000
Epoch 141/400
4/4 [==============================] - 1s 163ms/step - loss: 2.6850e-06 - accuracy: 1.0000
Epoch 142/400
4/4 [==============================] - 1s 162ms/step - loss: 2.8695e-06 - accuracy: 1.0000
Epoch 143/400
4/4 [==============================] - 1s 162ms/step - loss: 1.8362e-06 - accuracy: 1.0000
Epoch 144/400
4/4 [==============================] - 1s 161ms/step - loss: 2.4302e-06 - accuracy: 1.0000
Epoch 145/400
4/4 [==============================] - 1s 161ms/step - loss: 1.5041e-05 - accuracy: 1.0000
Epoch 146/400
4/4 [==============================] - 1s 163ms/step - loss: 5.6735e-06 - accuracy: 1.0000
Epoch 147/400
4/4 [==============================] - 1s 163ms/step - loss: 3.8896e-06 - accuracy: 1.0000
Epoch 148/400
4/4 [==============================] - 1s 163ms/step - loss: 1.0669e-05 - accuracy: 1.0000
Epoch 149/400
4/4 [==============================] - 1s 164ms/step - loss: 2.3729e-04 - accuracy: 1.0000
Epoch 150/400
4/4 [==============================] - 1s 162ms/step - loss: 1.3228e-06 - accuracy: 1.0000
Epoch 151/400
4/4 [==============================] - 1s 162ms/step - loss: 1.0142e-06 - accuracy: 1.0000
Epoch 152/400
4/4 [==============================] - 1s 163ms/step - loss: 1.7505e-05 - accuracy: 1.0000
Epoch 153/400
4/4 [==============================] - 1s 162ms/step - loss: 4.9362e-05 - accuracy: 1.0000
Epoch 154/400
4/4 [==============================] - 1s 161ms/step - loss: 4.1240e-05 - accuracy: 1.0000
Epoch 155/400
4/4 [==============================] - 1s 163ms/step - loss: 3.7159e-05 - accuracy: 1.0000
Epoch 156/400
4/4 [==============================] - 1s 163ms/step - loss: 7.3149e-06 - accuracy: 1.0000
Epoch 157/400
4/4 [==============================] - 1s 163ms/step - loss: 6.0163e-06 - accuracy: 1.0000
Epoch 158/400
4/4 [==============================] - 1s 162ms/step - loss: 5.9220e-06 - accuracy: 1.0000
Epoch 159/400
4/4 [==============================] - 1s 162ms/step - loss: 1.3934e-05 - accuracy: 1.0000
Epoch 160/400
4/4 [==============================] - 1s 163ms/step - loss: 1.4150e-05 - accuracy: 1.0000
Epoch 161/400
4/4 [==============================] - 1s 163ms/step - loss: 1.8265e-06 - accuracy: 1.0000
Epoch 162/400
4/4 [==============================] - 1s 161ms/step - loss: 6.8203e-06 - accuracy: 1.0000
Epoch 163/400
4/4 [==============================] - 1s 162ms/step - loss: 1.2556e-05 - accuracy: 1.0000
Epoch 164/400
4/4 [==============================] - 1s 162ms/step - loss: 3.5039e-06 - accuracy: 1.0000
Epoch 165/400
4/4 [==============================] - 1s 162ms/step - loss: 2.9119e-05 - accuracy: 1.0000
Epoch 166/400
4/4 [==============================] - 1s 163ms/step - loss: 2.2619e-06 - accuracy: 1.0000
Epoch 167/400
4/4 [==============================] - 1s 162ms/step - loss: 1.1481e-05 - accuracy: 1.0000
Epoch 168/400
4/4 [==============================] - 1s 162ms/step - loss: 1.1158e-05 - accuracy: 1.0000
Epoch 169/400
4/4 [==============================] - 1s 161ms/step - loss: 2.2610e-06 - accuracy: 1.0000
Epoch 170/400
4/4 [==============================] - 1s 162ms/step - loss: 7.8015e-06 - accuracy: 1.0000
Epoch 171/400
4/4 [==============================] - 1s 162ms/step - loss: 1.0552e-05 - accuracy: 1.0000
Epoch 172/400
4/4 [==============================] - 1s 162ms/step - loss: 4.2081e-05 - accuracy: 1.0000
Epoch 173/400
4/4 [==============================] - 1s 162ms/step - loss: 6.6802e-06 - accuracy: 1.0000
Epoch 174/400
4/4 [==============================] - 1s 164ms/step - loss: 3.0074e-04 - accuracy: 1.0000
Epoch 175/400
4/4 [==============================] - 1s 162ms/step - loss: 6.9183e-06 - accuracy: 1.0000
Epoch 176/400
4/4 [==============================] - 1s 164ms/step - loss: 4.6440e-05 - accuracy: 1.0000
Epoch 177/400
4/4 [==============================] - 1s 161ms/step - loss: 1.5024e-05 - accuracy: 1.0000
Epoch 178/400
4/4 [==============================] - 1s 163ms/step - loss: 2.2771e-05 - accuracy: 1.0000
Epoch 179/400
4/4 [==============================] - 1s 162ms/step - loss: 4.4305e-06 - accuracy: 1.0000
Epoch 180/400
4/4 [==============================] - 1s 163ms/step - loss: 5.2187e-06 - accuracy: 1.0000
Epoch 181/400
4/4 [==============================] - 1s 164ms/step - loss: 2.9470e-05 - accuracy: 1.0000
Epoch 182/400
4/4 [==============================] - 1s 164ms/step - loss: 2.4942e-05 - accuracy: 1.0000
Epoch 183/400
4/4 [==============================] - 1s 163ms/step - loss: 1.5490e-05 - accuracy: 1.0000
Epoch 184/400
4/4 [==============================] - 1s 161ms/step - loss: 4.1267e-06 - accuracy: 1.0000
Epoch 185/400
4/4 [==============================] - 1s 163ms/step - loss: 4.9414e-07 - accuracy: 1.0000
Epoch 186/400
4/4 [==============================] - 1s 162ms/step - loss: 1.2305e-05 - accuracy: 1.0000
Epoch 187/400
4/4 [==============================] - 1s 162ms/step - loss: 7.2221e-06 - accuracy: 1.0000
Epoch 188/400
4/4 [==============================] - 1s 164ms/step - loss: 1.8829e-04 - accuracy: 1.0000
Epoch 189/400
4/4 [==============================] - 1s 162ms/step - loss: 2.9628e-06 - accuracy: 1.0000
Epoch 190/400
4/4 [==============================] - 1s 163ms/step - loss: 9.7808e-06 - accuracy: 1.0000
Epoch 191/400
4/4 [==============================] - 1s 162ms/step - loss: 1.2179e-05 - accuracy: 1.0000
Epoch 192/400
4/4 [==============================] - 1s 165ms/step - loss: 5.8162e-07 - accuracy: 1.0000
Epoch 193/400
4/4 [==============================] - 1s 162ms/step - loss: 5.0140e-06 - accuracy: 1.0000
Epoch 194/400
4/4 [==============================] - 1s 162ms/step - loss: 6.6486e-05 - accuracy: 1.0000
Epoch 195/400
4/4 [==============================] - 1s 163ms/step - loss: 1.7669e-06 - accuracy: 1.0000
Epoch 196/400
4/4 [==============================] - 1s 161ms/step - loss: 9.9130e-06 - accuracy: 1.0000
Epoch 197/400
4/4 [==============================] - 1s 162ms/step - loss: 2.8050e-06 - accuracy: 1.0000
Epoch 198/400
4/4 [==============================] - 1s 162ms/step - loss: 5.0727e-06 - accuracy: 1.0000
Epoch 199/400
4/4 [==============================] - 1s 162ms/step - loss: 1.0853e-06 - accuracy: 1.0000
Epoch 200/400
4/4 [==============================] - 1s 161ms/step - loss: 3.1421e-05 - accuracy: 1.0000
Epoch 201/400
4/4 [==============================] - 1s 161ms/step - loss: 3.2712e-06 - accuracy: 1.0000
Epoch 202/400
4/4 [==============================] - 1s 164ms/step - loss: 3.2492e-06 - accuracy: 1.0000
Epoch 203/400
4/4 [==============================] - 1s 163ms/step - loss: 3.5953e-06 - accuracy: 1.0000
Epoch 204/400
4/4 [==============================] - 1s 163ms/step - loss: 1.1720e-05 - accuracy: 1.0000
Epoch 205/400
4/4 [==============================] - 1s 164ms/step - loss: 1.1853e-06 - accuracy: 1.0000
Epoch 206/400
4/4 [==============================] - 1s 162ms/step - loss: 2.4588e-06 - accuracy: 1.0000
Epoch 207/400
4/4 [==============================] - 1s 162ms/step - loss: 3.3383e-06 - accuracy: 1.0000
Epoch 208/400
4/4 [==============================] - 1s 162ms/step - loss: 9.5654e-07 - accuracy: 1.0000
Epoch 209/400
4/4 [==============================] - 1s 163ms/step - loss: 4.9372e-05 - accuracy: 1.0000
Epoch 210/400
4/4 [==============================] - 1s 163ms/step - loss: 1.6363e-05 - accuracy: 1.0000
Epoch 211/400
4/4 [==============================] - 1s 163ms/step - loss: 2.3914e-05 - accuracy: 1.0000
Epoch 212/400
4/4 [==============================] - 1s 164ms/step - loss: 2.9695e-06 - accuracy: 1.0000
Epoch 213/400
4/4 [==============================] - 1s 162ms/step - loss: 6.3694e-06 - accuracy: 1.0000
Epoch 214/400
4/4 [==============================] - 1s 163ms/step - loss: 4.9503e-06 - accuracy: 1.0000
Epoch 215/400
4/4 [==============================] - 1s 164ms/step - loss: 7.4602e-06 - accuracy: 1.0000
Epoch 216/400
4/4 [==============================] - 1s 161ms/step - loss: 1.4939e-06 - accuracy: 1.0000
Epoch 217/400
4/4 [==============================] - 1s 162ms/step - loss: 2.1872e-05 - accuracy: 1.0000
Epoch 218/400
4/4 [==============================] - 1s 162ms/step - loss: 2.1514e-05 - accuracy: 1.0000
Epoch 219/400
4/4 [==============================] - 1s 163ms/step - loss: 2.2225e-06 - accuracy: 1.0000
Epoch 220/400
4/4 [==============================] - 1s 162ms/step - loss: 2.1283e-06 - accuracy: 1.0000
Epoch 221/400
4/4 [==============================] - 1s 163ms/step - loss: 1.9464e-05 - accuracy: 1.0000
Epoch 222/400
4/4 [==============================] - 1s 161ms/step - loss: 3.0190e-05 - accuracy: 1.0000
Epoch 223/400
4/4 [==============================] - 1s 163ms/step - loss: 1.1200e-06 - accuracy: 1.0000
Epoch 224/400
4/4 [==============================] - 1s 161ms/step - loss: 8.3642e-06 - accuracy: 1.0000
Epoch 225/400
4/4 [==============================] - 1s 163ms/step - loss: 1.0690e-06 - accuracy: 1.0000
Epoch 226/400
4/4 [==============================] - 1s 163ms/step - loss: 3.6019e-06 - accuracy: 1.0000
Epoch 227/400
4/4 [==============================] - 1s 163ms/step - loss: 2.4359e-06 - accuracy: 1.0000
Epoch 228/400
4/4 [==============================] - 1s 163ms/step - loss: 4.3051e-06 - accuracy: 1.0000
Epoch 229/400
4/4 [==============================] - 1s 164ms/step - loss: 4.0114e-06 - accuracy: 1.0000
Epoch 230/400
4/4 [==============================] - 1s 161ms/step - loss: 2.4148e-06 - accuracy: 1.0000
Epoch 231/400
4/4 [==============================] - 1s 164ms/step - loss: 9.3797e-06 - accuracy: 1.0000
Epoch 232/400
4/4 [==============================] - 1s 162ms/step - loss: 1.3939e-06 - accuracy: 1.0000
Epoch 233/400
4/4 [==============================] - 1s 164ms/step - loss: 7.4088e-06 - accuracy: 1.0000
Epoch 234/400
4/4 [==============================] - 1s 162ms/step - loss: 5.7952e-06 - accuracy: 1.0000
Epoch 235/400
4/4 [==============================] - 1s 163ms/step - loss: 2.9165e-06 - accuracy: 1.0000
Epoch 236/400
4/4 [==============================] - 1s 163ms/step - loss: 3.5305e-06 - accuracy: 1.0000
Epoch 237/400
4/4 [==============================] - 1s 161ms/step - loss: 6.2869e-06 - accuracy: 1.0000
Epoch 238/400
4/4 [==============================] - 1s 161ms/step - loss: 1.6602e-06 - accuracy: 1.0000
Epoch 239/400
4/4 [==============================] - 1s 162ms/step - loss: 3.4595e-06 - accuracy: 1.0000
Epoch 240/400
4/4 [==============================] - 1s 164ms/step - loss: 3.6554e-06 - accuracy: 1.0000
Epoch 241/400
4/4 [==============================] - 1s 162ms/step - loss: 5.1366e-06 - accuracy: 1.0000
Epoch 242/400
4/4 [==============================] - 1s 161ms/step - loss: 3.3222e-06 - accuracy: 1.0000
Epoch 243/400
4/4 [==============================] - 1s 163ms/step - loss: 1.1162e-05 - accuracy: 1.0000
Epoch 244/400
4/4 [==============================] - 1s 162ms/step - loss: 5.3965e-05 - accuracy: 1.0000
Epoch 245/400
4/4 [==============================] - 1s 162ms/step - loss: 1.1127e-05 - accuracy: 1.0000
Epoch 246/400
4/4 [==============================] - 1s 162ms/step - loss: 9.1562e-06 - accuracy: 1.0000
Epoch 247/400
4/4 [==============================] - 1s 161ms/step - loss: 1.1961e-05 - accuracy: 1.0000
Epoch 248/400
4/4 [==============================] - 1s 161ms/step - loss: 2.9261e-06 - accuracy: 1.0000
Epoch 249/400
4/4 [==============================] - 1s 162ms/step - loss: 9.0791e-06 - accuracy: 1.0000
Epoch 250/400
4/4 [==============================] - 1s 164ms/step - loss: 6.2800e-06 - accuracy: 1.0000
Epoch 251/400
4/4 [==============================] - 1s 162ms/step - loss: 7.3354e-06 - accuracy: 1.0000
Epoch 252/400
4/4 [==============================] - 1s 162ms/step - loss: 1.9688e-06 - accuracy: 1.0000
Epoch 253/400
4/4 [==============================] - 1s 162ms/step - loss: 1.3427e-05 - accuracy: 1.0000
Epoch 254/400
4/4 [==============================] - 1s 161ms/step - loss: 1.4744e-05 - accuracy: 1.0000
Epoch 255/400
4/4 [==============================] - 1s 164ms/step - loss: 7.1468e-06 - accuracy: 1.0000
Epoch 256/400
4/4 [==============================] - 1s 162ms/step - loss: 8.9406e-06 - accuracy: 1.0000
Epoch 257/400
4/4 [==============================] - 1s 164ms/step - loss: 7.5690e-06 - accuracy: 1.0000
Epoch 258/400
4/4 [==============================] - 1s 163ms/step - loss: 3.4818e-06 - accuracy: 1.0000
Epoch 259/400
4/4 [==============================] - 1s 163ms/step - loss: 1.1959e-06 - accuracy: 1.0000
Epoch 260/400
4/4 [==============================] - 1s 162ms/step - loss: 5.9646e-06 - accuracy: 1.0000
Epoch 261/400
4/4 [==============================] - 1s 163ms/step - loss: 7.9359e-06 - accuracy: 1.0000
Epoch 262/400
4/4 [==============================] - 1s 162ms/step - loss: 1.6401e-06 - accuracy: 1.0000
Epoch 263/400
4/4 [==============================] - 1s 163ms/step - loss: 3.7202e-06 - accuracy: 1.0000
Epoch 264/400
4/4 [==============================] - 1s 164ms/step - loss: 4.3004e-06 - accuracy: 1.0000
Epoch 265/400
4/4 [==============================] - 1s 162ms/step - loss: 2.4714e-06 - accuracy: 1.0000
Epoch 266/400
4/4 [==============================] - 1s 162ms/step - loss: 1.3190e-06 - accuracy: 1.0000
Epoch 267/400
4/4 [==============================] - 1s 163ms/step - loss: 7.0370e-07 - accuracy: 1.0000
Epoch 268/400
4/4 [==============================] - 1s 162ms/step - loss: 1.4343e-06 - accuracy: 1.0000
Epoch 269/400
4/4 [==============================] - 1s 162ms/step - loss: 2.4561e-05 - accuracy: 1.0000
Epoch 270/400
4/4 [==============================] - 1s 164ms/step - loss: 6.8681e-06 - accuracy: 1.0000
Epoch 271/400
4/4 [==============================] - 1s 163ms/step - loss: 3.9191e-06 - accuracy: 1.0000
Epoch 272/400
4/4 [==============================] - 1s 161ms/step - loss: 4.2194e-06 - accuracy: 1.0000
Epoch 273/400
4/4 [==============================] - 1s 162ms/step - loss: 4.7817e-06 - accuracy: 1.0000
Epoch 274/400
4/4 [==============================] - 1s 161ms/step - loss: 1.3728e-06 - accuracy: 1.0000
Epoch 275/400
4/4 [==============================] - 1s 163ms/step - loss: 1.4555e-06 - accuracy: 1.0000
Epoch 276/400
4/4 [==============================] - 1s 163ms/step - loss: 7.5846e-06 - accuracy: 1.0000
Epoch 277/400
4/4 [==============================] - 1s 163ms/step - loss: 1.2488e-06 - accuracy: 1.0000
Epoch 278/400
4/4 [==============================] - 1s 164ms/step - loss: 1.0623e-06 - accuracy: 1.0000
Epoch 279/400
4/4 [==============================] - 1s 162ms/step - loss: 2.6550e-05 - accuracy: 1.0000
Epoch 280/400
4/4 [==============================] - 1s 163ms/step - loss: 2.5561e-06 - accuracy: 1.0000
Epoch 281/400
4/4 [==============================] - 1s 162ms/step - loss: 1.5596e-05 - accuracy: 1.0000
Epoch 282/400
4/4 [==============================] - 1s 163ms/step - loss: 1.0452e-05 - accuracy: 1.0000
Epoch 283/400
4/4 [==============================] - 1s 163ms/step - loss: 2.4974e-05 - accuracy: 1.0000
Epoch 284/400
4/4 [==============================] - 1s 162ms/step - loss: 5.3677e-05 - accuracy: 1.0000
Epoch 285/400
4/4 [==============================] - 1s 163ms/step - loss: 1.4124e-05 - accuracy: 1.0000
Epoch 286/400
4/4 [==============================] - 1s 163ms/step - loss: 7.1438e-06 - accuracy: 1.0000
Epoch 287/400
4/4 [==============================] - 1s 163ms/step - loss: 5.9278e-06 - accuracy: 1.0000
Epoch 288/400
4/4 [==============================] - 1s 161ms/step - loss: 1.7111e-05 - accuracy: 1.0000
Epoch 289/400
4/4 [==============================] - 1s 162ms/step - loss: 2.3187e-06 - accuracy: 1.0000
Epoch 290/400
4/4 [==============================] - 1s 163ms/step - loss: 1.6178e-06 - accuracy: 1.0000
Epoch 291/400
4/4 [==============================] - 1s 162ms/step - loss: 3.7576e-06 - accuracy: 1.0000
Epoch 292/400
4/4 [==============================] - 1s 161ms/step - loss: 1.2659e-05 - accuracy: 1.0000
Epoch 293/400
4/4 [==============================] - 1s 163ms/step - loss: 1.7602e-06 - accuracy: 1.0000
Epoch 294/400
4/4 [==============================] - 1s 162ms/step - loss: 1.4324e-06 - accuracy: 1.0000
Epoch 295/400
4/4 [==============================] - 1s 162ms/step - loss: 2.4666e-05 - accuracy: 1.0000
Epoch 296/400
4/4 [==============================] - 1s 162ms/step - loss: 1.0325e-06 - accuracy: 1.0000
Epoch 297/400
4/4 [==============================] - 1s 162ms/step - loss: 1.0998e-06 - accuracy: 1.0000
Epoch 298/400
4/4 [==============================] - 1s 161ms/step - loss: 1.1757e-06 - accuracy: 1.0000
Epoch 299/400
4/4 [==============================] - 1s 164ms/step - loss: 2.0986e-06 - accuracy: 1.0000
Epoch 300/400
4/4 [==============================] - 1s 163ms/step - loss: 2.8750e-06 - accuracy: 1.0000
Epoch 301/400
4/4 [==============================] - 1s 161ms/step - loss: 1.4609e-05 - accuracy: 1.0000
Epoch 302/400
4/4 [==============================] - 1s 163ms/step - loss: 5.6454e-06 - accuracy: 1.0000
Epoch 303/400
4/4 [==============================] - 1s 162ms/step - loss: 1.7077e-05 - accuracy: 1.0000
Epoch 304/400
4/4 [==============================] - 1s 163ms/step - loss: 7.8639e-07 - accuracy: 1.0000
Epoch 305/400
4/4 [==============================] - 1s 162ms/step - loss: 2.8957e-05 - accuracy: 1.0000
Epoch 306/400
4/4 [==============================] - 1s 161ms/step - loss: 6.4768e-06 - accuracy: 1.0000
Epoch 307/400
4/4 [==============================] - 1s 164ms/step - loss: 2.9281e-06 - accuracy: 1.0000
Epoch 308/400
4/4 [==============================] - 1s 162ms/step - loss: 1.3670e-06 - accuracy: 1.0000
Epoch 309/400
4/4 [==============================] - 1s 163ms/step - loss: 5.6335e-07 - accuracy: 1.0000
Epoch 310/400
4/4 [==============================] - 1s 163ms/step - loss: 4.8749e-06 - accuracy: 1.0000
Epoch 311/400
4/4 [==============================] - 1s 162ms/step - loss: 1.4487e-06 - accuracy: 1.0000
Epoch 312/400
4/4 [==============================] - 1s 162ms/step - loss: 4.1339e-07 - accuracy: 1.0000
Epoch 313/400
4/4 [==============================] - 1s 163ms/step - loss: 1.2420e-06 - accuracy: 1.0000
Epoch 314/400
4/4 [==============================] - 1s 161ms/step - loss: 4.0081e-06 - accuracy: 1.0000
Epoch 315/400
4/4 [==============================] - 1s 161ms/step - loss: 7.4530e-06 - accuracy: 1.0000
Epoch 316/400
4/4 [==============================] - 1s 162ms/step - loss: 1.1344e-06 - accuracy: 1.0000
Epoch 317/400
4/4 [==============================] - 1s 164ms/step - loss: 1.3228e-06 - accuracy: 1.0000
Epoch 318/400
4/4 [==============================] - 1s 162ms/step - loss: 3.9004e-06 - accuracy: 1.0000
Epoch 319/400
4/4 [==============================] - 1s 162ms/step - loss: 2.3551e-06 - accuracy: 1.0000
Epoch 320/400
4/4 [==============================] - 1s 162ms/step - loss: 8.1287e-06 - accuracy: 1.0000
Epoch 321/400
4/4 [==============================] - 1s 161ms/step - loss: 5.4117e-06 - accuracy: 1.0000
Epoch 322/400
4/4 [==============================] - 1s 162ms/step - loss: 9.9404e-07 - accuracy: 1.0000
Epoch 323/400
4/4 [==============================] - 1s 164ms/step - loss: 4.6085e-06 - accuracy: 1.0000
Epoch 324/400
4/4 [==============================] - 1s 164ms/step - loss: 3.3396e-06 - accuracy: 1.0000
Epoch 325/400
4/4 [==============================] - 1s 162ms/step - loss: 9.3429e-06 - accuracy: 1.0000
Epoch 326/400
4/4 [==============================] - 1s 161ms/step - loss: 8.3984e-06 - accuracy: 1.0000
Epoch 327/400
4/4 [==============================] - 1s 164ms/step - loss: 2.4878e-06 - accuracy: 1.0000
Epoch 328/400
4/4 [==============================] - 1s 162ms/step - loss: 1.9687e-06 - accuracy: 1.0000
Epoch 329/400
4/4 [==============================] - 1s 161ms/step - loss: 4.1713e-06 - accuracy: 1.0000
Epoch 330/400
4/4 [==============================] - 1s 163ms/step - loss: 1.8967e-06 - accuracy: 1.0000
Epoch 331/400
4/4 [==============================] - 1s 163ms/step - loss: 8.0994e-06 - accuracy: 1.0000
Epoch 332/400
4/4 [==============================] - 1s 163ms/step - loss: 6.1719e-07 - accuracy: 1.0000
Epoch 333/400
4/4 [==============================] - 1s 164ms/step - loss: 6.9471e-06 - accuracy: 1.0000
Epoch 334/400
4/4 [==============================] - 1s 162ms/step - loss: 5.9980e-06 - accuracy: 1.0000
Epoch 335/400
4/4 [==============================] - 1s 162ms/step - loss: 1.4420e-06 - accuracy: 1.0000
Epoch 336/400
4/4 [==============================] - 1s 163ms/step - loss: 1.8274e-06 - accuracy: 1.0000
Epoch 337/400
4/4 [==============================] - 1s 161ms/step - loss: 3.8216e-06 - accuracy: 1.0000
Epoch 338/400
4/4 [==============================] - 1s 162ms/step - loss: 0.0135 - accuracy: 0.9919
Epoch 339/400
4/4 [==============================] - 1s 161ms/step - loss: 7.9814e-06 - accuracy: 1.0000
Epoch 340/400
4/4 [==============================] - 1s 162ms/step - loss: 3.4258e-06 - accuracy: 1.0000
Epoch 341/400
4/4 [==============================] - 1s 162ms/step - loss: 9.2192e-07 - accuracy: 1.0000
Epoch 342/400
4/4 [==============================] - 1s 163ms/step - loss: 1.1190e-06 - accuracy: 1.0000
Epoch 343/400
4/4 [==============================] - 1s 161ms/step - loss: 1.0123e-06 - accuracy: 1.0000
Epoch 344/400
4/4 [==============================] - 1s 161ms/step - loss: 1.1902e-05 - accuracy: 1.0000
Epoch 345/400
4/4 [==============================] - 1s 161ms/step - loss: 8.6809e-07 - accuracy: 1.0000
Epoch 346/400
4/4 [==============================] - 1s 162ms/step - loss: 3.7082e-06 - accuracy: 1.0000
Epoch 347/400
4/4 [==============================] - 1s 162ms/step - loss: 1.2506e-05 - accuracy: 1.0000
Epoch 348/400
4/4 [==============================] - 1s 161ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 349/400
4/4 [==============================] - 1s 162ms/step - loss: 7.8254e-07 - accuracy: 1.0000
Epoch 350/400
4/4 [==============================] - 1s 161ms/step - loss: 3.2067e-06 - accuracy: 1.0000
Epoch 351/400
4/4 [==============================] - 1s 162ms/step - loss: 8.7289e-07 - accuracy: 1.0000
Epoch 352/400
4/4 [==============================] - 1s 163ms/step - loss: 6.2985e-06 - accuracy: 1.0000
Epoch 353/400
4/4 [==============================] - 1s 161ms/step - loss: 1.5131e-06 - accuracy: 1.0000
Epoch 354/400
4/4 [==============================] - 1s 163ms/step - loss: 1.0664e-05 - accuracy: 1.0000
Epoch 355/400
4/4 [==============================] - 1s 162ms/step - loss: 7.3062e-07 - accuracy: 1.0000
Epoch 356/400
4/4 [==============================] - 1s 162ms/step - loss: 5.2663e-05 - accuracy: 1.0000
Epoch 357/400
4/4 [==============================] - 1s 162ms/step - loss: 1.3007e-06 - accuracy: 1.0000
Epoch 358/400
4/4 [==============================] - 1s 160ms/step - loss: 1.1248e-06 - accuracy: 1.0000
Epoch 359/400
4/4 [==============================] - 1s 164ms/step - loss: 2.3321e-06 - accuracy: 1.0000
Epoch 360/400
4/4 [==============================] - 1s 162ms/step - loss: 5.1689e-06 - accuracy: 1.0000
Epoch 361/400
4/4 [==============================] - 1s 162ms/step - loss: 2.5463e-06 - accuracy: 1.0000
Epoch 362/400
4/4 [==============================] - 1s 162ms/step - loss: 1.7169e-06 - accuracy: 1.0000
Epoch 363/400
4/4 [==============================] - 1s 160ms/step - loss: 2.1771e-05 - accuracy: 1.0000
Epoch 364/400
4/4 [==============================] - 1s 161ms/step - loss: 1.2161e-04 - accuracy: 1.0000
Epoch 365/400
4/4 [==============================] - 1s 161ms/step - loss: 1.0123e-05 - accuracy: 1.0000
Epoch 366/400
4/4 [==============================] - 1s 162ms/step - loss: 1.8909e-06 - accuracy: 1.0000
Epoch 367/400
4/4 [==============================] - 1s 162ms/step - loss: 1.5647e-05 - accuracy: 1.0000
Epoch 368/400
4/4 [==============================] - 1s 163ms/step - loss: 4.0412e-06 - accuracy: 1.0000
Epoch 369/400
4/4 [==============================] - 1s 163ms/step - loss: 1.2094e-06 - accuracy: 1.0000
Epoch 370/400
4/4 [==============================] - 1s 162ms/step - loss: 6.5757e-07 - accuracy: 1.0000
Epoch 371/400
4/4 [==============================] - 1s 163ms/step - loss: 4.0930e-06 - accuracy: 1.0000
Epoch 372/400
4/4 [==============================] - 1s 162ms/step - loss: 1.6785e-06 - accuracy: 1.0000
Epoch 373/400
4/4 [==============================] - 1s 160ms/step - loss: 1.3309e-05 - accuracy: 1.0000
Epoch 374/400
4/4 [==============================] - 1s 162ms/step - loss: 1.1171e-06 - accuracy: 1.0000
Epoch 375/400
4/4 [==============================] - 1s 162ms/step - loss: 3.4703e-06 - accuracy: 1.0000
Epoch 376/400
4/4 [==============================] - 1s 161ms/step - loss: 1.0315e-06 - accuracy: 1.0000
Epoch 377/400
4/4 [==============================] - 1s 162ms/step - loss: 1.0866e-05 - accuracy: 1.0000
Epoch 378/400
4/4 [==============================] - 1s 163ms/step - loss: 1.5314e-06 - accuracy: 1.0000
Epoch 379/400
4/4 [==============================] - 1s 164ms/step - loss: 9.4500e-07 - accuracy: 1.0000
Epoch 380/400
4/4 [==============================] - 1s 164ms/step - loss: 5.5261e-06 - accuracy: 1.0000
Epoch 381/400
4/4 [==============================] - 1s 161ms/step - loss: 6.8063e-07 - accuracy: 1.0000
Epoch 382/400
4/4 [==============================] - 1s 161ms/step - loss: 1.9965e-06 - accuracy: 1.0000
Epoch 383/400
4/4 [==============================] - 1s 161ms/step - loss: 5.5540e-06 - accuracy: 1.0000
Epoch 384/400
4/4 [==============================] - 1s 161ms/step - loss: 6.0546e-06 - accuracy: 1.0000
Epoch 385/400
4/4 [==============================] - 1s 162ms/step - loss: 8.5484e-06 - accuracy: 1.0000
Epoch 386/400
4/4 [==============================] - 1s 161ms/step - loss: 4.9881e-06 - accuracy: 1.0000
Epoch 387/400
4/4 [==============================] - 1s 163ms/step - loss: 1.0882e-06 - accuracy: 1.0000
Epoch 388/400
4/4 [==============================] - 1s 162ms/step - loss: 2.0129e-06 - accuracy: 1.0000
Epoch 389/400
4/4 [==============================] - 1s 161ms/step - loss: 7.8157e-07 - accuracy: 1.0000
Epoch 390/400
4/4 [==============================] - 1s 160ms/step - loss: 1.0398e-05 - accuracy: 1.0000
Epoch 391/400
4/4 [==============================] - 1s 164ms/step - loss: 1.0132e-06 - accuracy: 1.0000
Epoch 392/400
4/4 [==============================] - 1s 162ms/step - loss: 4.7604e-06 - accuracy: 1.0000
Epoch 393/400
4/4 [==============================] - 1s 160ms/step - loss: 8.9982e-07 - accuracy: 1.0000
Epoch 394/400
4/4 [==============================] - 1s 161ms/step - loss: 5.1441e-06 - accuracy: 1.0000
Epoch 395/400
4/4 [==============================] - 1s 161ms/step - loss: 9.6517e-07 - accuracy: 1.0000
Epoch 396/400
4/4 [==============================] - 1s 163ms/step - loss: 9.9210e-07 - accuracy: 1.0000
Epoch 397/400
4/4 [==============================] - 1s 162ms/step - loss: 4.4703e-07 - accuracy: 1.0000
Epoch 398/400
4/4 [==============================] - 1s 162ms/step - loss: 5.5759e-07 - accuracy: 1.0000
Epoch 399/400
4/4 [==============================] - 1s 161ms/step - loss: 1.8794e-06 - accuracy: 1.0000
Epoch 400/400
4/4 [==============================] - 1s 160ms/step - loss: 5.5182e-07 - accuracy: 1.0000
In [ ]:
# Define a function to load batch data for test
def load_test_batch_data(batch_no):
    images_test = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_test_v2/images_test_batch_{batch_no}.npy')
    return images_test

# Load the trained model
# model = load_model('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')

# Randomly select a batch number
batch_no = random.randint(0, 7)  # Change this to match the number of test batches you have

# Load the batch data
images_test = load_test_batch_data(batch_no)

# Randomly select an image index
image_index = random.randint(0, len(images_test) - 1)

# Get the image and make a prediction
image = images_test[image_index]
pred = model.predict(np.expand_dims(image, axis=0))
pred_class = np.argmax(pred)
confidence = np.max(pred)
label = labels.loc[pred_class, 'labels']

# Plot the image
plt.imshow(image)
plt.title(f"Predicted Class: {pred_class}, Confidence: {confidence:.2%}, Label: {label}")
plt.show()
1/1 [==============================] - 0s 19ms/step

Verificaiton¶

Now let's compare on eye

In [ ]:
# Define a function to load batch data for test
def load_test_batch_data(batch_no):
    images_test = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_test_v2/images_test_batch_{batch_no}.npy')
    return images_test

# Randomly select a batch number
batch_no = random.randint(0, 7)  # Change this to match the number of test batches you have

# Load the batch data
images_test = load_test_batch_data(batch_no)

# Randomly select an image index
image_index = random.randint(0, len(images_test) - 1)

# Get the image and make a prediction
image = images_test[image_index]
pred = model.predict(np.expand_dims(image, axis=0))
pred_class = np.argmax(pred)
label = labels.loc[pred_class, 'labels']

# Plot the image
plt.imshow(image)
plt.title(f"Predicted Class: {pred_class}, Label: {label}")
plt.show()
1/1 [==============================] - 0s 19ms/step

Evaluation¶

Let's remind us the README.txt instructions:


Submission file format¶

Files for submission should be .txt files with the class prediction for image M on line M. Note that image M corresponds to the Mth annotation in the provided annotation file. An example of a file in this format is train_perfect_preds.txt

Included in the devkit are a script for evaluating training accuracy, eval_train.m. Usage is:

(in MATLAB)

[accuracy, confusion_matrix] = eval_train('train_perfect_preds.txt')

If your training predictions work with this function then your testing predictions should be good to go for the evaluation server, assuming that they're in the same format as your training predictions.

Unfortunatelly, this wouldn't be possible. You may ask yourself why? Well, if you remember, we skipped images in the test fails which didn't exists in dataset.

image.png

This 134 skipped images are at random positions. however in our train_perfect_preds.txt, we have all of the 8144, while in our submission.txt generated file, we have only 7862. So not only the skipped files, but there are even missing rows from the data. Unfortunatelly, this is something that I could't predict earlier, I spent so many weeks working on this Convolutional Neural Network project, that I oversaw this. So, you can use for validation, the Verification tab above, because even if compare the two files, there will be a total dissmatch. However if the both txt files had the same entries, this is how this comparison would look like:

In [ ]:
def load_test_batch_data(batch_no):
    images_test = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_test_v2/images_test_batch_{batch_no}.npy')
    return images_test

# Load the trained model
model = load_model('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')

# Initialize empty list to store predictions
predictions = []

# Load test data in batches and make predictions
for batch_no in range(8): # Change this to match the number of test batches you have
    images_test = load_test_batch_data(batch_no)
    pred = model.predict(images_test)
    # The output of model.predict is softmax probabilities, to get the predicted class we use argmax
    pred_classes = np.argmax(pred, axis=1)
    predictions.extend(pred_classes)

# Convert list to numpy array
predictions = np.array(predictions)

# Define the path for the submission file
submission_file = '/content/drive/MyDrive/stanford-cars-dataset-v2/submission.txt'

# Write the class predictions to the submission file
with open(submission_file, 'w') as file:
    for prediction in predictions:
        file.write(f'{prediction}\n')

print("Submission file generated successfully.")
In [ ]:
# Define the paths for the submission file and the training predictions file
submission_file = '/content/drive/MyDrive/stanford-cars-dataset-v2/submission.txt'
train_preds_file = '/content/drive/MyDrive/stanford-cars-dataset-v2/car_devkit/devkit/train_perfect_preds.txt'

# Load the class predictions from the submission file
with open(submission_file, 'r') as file:
    submission_preds = [int(line.strip()) for line in file]

# Load the class predictions from the training predictions file
with open(train_preds_file, 'r') as file:
    train_preds = [int(line.strip()) for line in file]

# Calculate the accuracy percentage
num_correct = sum(1 for sub, train in zip(submission_preds, train_preds) if sub == train)
accuracy = (num_correct / len(submission_preds)) * 100

print(f"Accuracy: {accuracy}%")
Accuracy: 0.5469346222335284%

Trying more complicated models - NO RESULTS¶

  1. Increasing the Complexity of the Model: While the current model is a good starting point, it might not be complex enough to handle the intricacies of a large dataset like Stanford Cars, which has 196 classes. Consider using a deeper model or even a pre-trained model such as ResNet50, VGG16, or EfficientNet. These architectures are designed to handle complex image datasets and might provide better results.

  2. Data Augmentation: Data augmentation is a technique that can increase the diversity of your training data without actually collecting new data. Augmentation techniques such as flipping, rotation, scaling, etc., can make your model more robust to changes in the input data.

  3. Using Early Stopping and Model Checkpointing: Early stopping allows you to stop training when the model performance no longer improves on a held out validation dataset. Model checkpointing allows you to save the model that achieves the best performance on the validation dataset. These techniques can help you avoid overfitting.

  4. Using a Validation Set: Divide your training set into a training set and a validation set. The validation set is used during the training phase to get an unbiased estimate of the model skill on unseen data.

The train_test_split function from the sklearn library will be used to split your existing training data into a "smaller" training set and a validation set. This is different from your test set.

The reason to create a validation set in addition to the test set is to evaluate how well the model is learning during training (i.e., before testing on the test set).

In [ ]:
from sklearn.model_selection import train_test_split

# Define a function to load batch data
def load_batch_data(batch_no):
    images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
    labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
    return images_train, labels_train

# Load the EfficientNet model
base_model = EfficientNetB0(weights='imagenet', include_top=False, input_shape=(224, 224, 3))
x = base_model.output

# Add custom layers
x = GlobalAveragePooling2D()(x)
x = Dropout(0.5)(x)
x = Dense(512, activation='relu')(x)
x = Dropout(0.5)(x)
predictions = Dense(196, activation='softmax')(x)

# Define the final model
model = Model(inputs=base_model.input, outputs=predictions)

# Freeze the layers of the base model
for layer in base_model.layers:
    layer.trainable = False

# Compile the model
model.compile(optimizer=Adam(learning_rate=0.0001), loss='categorical_crossentropy', metrics=['accuracy'])

# Use data augmentation
datagen = ImageDataGenerator(rotation_range=20,
                             zoom_range=0.15,
                             width_shift_range=0.2,
                             height_shift_range=0.2,
                             shear_range=0.15,
                             horizontal_flip=True,
                             fill_mode="nearest",
                             validation_split=0.2) # Set validation split

# Train the model with each batch
for batch_no in range(9):
    images_train, labels_train = load_batch_data(batch_no)

    # Perform train-validation split
    X_train, X_val, y_train, y_val = train_test_split(images_train, labels_train, test_size=0.2, random_state=42)

    # Convert the labels to categorical
    y_train = to_categorical(y_train, num_classes=196)
    y_val = to_categorical(y_val, num_classes=196)

    # Fit the data to the model
    train_generator = datagen.flow(X_train, y_train, batch_size=32)
    validation_generator = datagen.flow(X_val, y_val, batch_size=32)
    model.fit(train_generator, epochs=50, validation_data=validation_generator)

# Save the model
model.save('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
---------------------------------------------------------------------------
KeyboardInterrupt                         Traceback (most recent call last)
<ipython-input-19-844c9199d46e> in <cell line: 41>()
     40 # Train the model with each batch
     41 for batch_no in range(9):
---> 42     images_train, labels_train = load_batch_data(batch_no)
     43 
     44     # Perform train-validation split

<ipython-input-19-844c9199d46e> in load_batch_data(batch_no)
      3 # Define a function to load batch data
      4 def load_batch_data(batch_no):
----> 5     images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
      6     labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
      7     return images_train, labels_train

/usr/local/lib/python3.10/dist-packages/numpy/lib/npyio.py in load(file, mmap_mode, allow_pickle, fix_imports, encoding)
    428                 return format.open_memmap(file, mode=mmap_mode)
    429             else:
--> 430                 return format.read_array(fid, allow_pickle=allow_pickle,
    431                                          pickle_kwargs=pickle_kwargs)
    432         else:

/usr/local/lib/python3.10/dist-packages/numpy/lib/format.py in read_array(fp, allow_pickle, pickle_kwargs)
    754         if isfileobj(fp):
    755             # We can use the fast fromfile() function.
--> 756             array = numpy.fromfile(fp, dtype=dtype, count=count)
    757         else:
    758             # This is not a real file. We have to read it the

KeyboardInterrupt: 

Results are pretty bad. Let's try to make the model even more complicated. This new architecture uses EfficientNetB0 as a base model, which is a more complex model than the simple convolutional layers you were using before. This might help to capture more complex patterns in the data. Additionally, dropout layers have been added to help prevent overfitting, and data augmentation is used to increase the size and diversity of the training data.

In [ ]:
from keras.applications import EfficientNetB0
from keras.layers import Dense, Dropout, GlobalAveragePooling2D
from keras.models import Model
from keras.optimizers import Adam
from sklearn.model_selection import train_test_split
from collections import Counter

def load_batch_data(batch_no):
    images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
    labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
    return images_train, labels_train

# Loading pre-trained model
base_model = EfficientNetB0(weights='imagenet', include_top=False, input_shape=(224, 224, 3))
x = base_model.output

# Adding custom layers
x = GlobalAveragePooling2D()(x)
x = Dense(1024, activation='relu')(x)
x = Dropout(0.5)(x)
predictions = Dense(196, activation='softmax')(x) 

# Define the model
model = Model(inputs=base_model.input, outputs=predictions)

# Set lower layers non-trainable
for layer in model.layers[:-5]:
    layer.trainable = False

# Compile the model
model.compile(optimizer=Adam(learning_rate=0.0001), loss='sparse_categorical_crossentropy', metrics=['accuracy'])

# Train the model with each batch
for batch_no in range(9):
    images_train, labels_train = load_batch_data(batch_no)

    # Flatten the labels
    labels_train_1d = labels_train.flatten()

    # Calculate the count of each class
    counter = Counter(labels_train_1d)

    # Find the classes that have at least 2 samples
    eligible_classes = [k for k, v in counter.items() if v > 1]

    # Separate the data based on the eligibility
    eligible_data = [(image, label) for image, label in zip(images_train, labels_train_1d) if label in eligible_classes]
    ineligible_data = [(image, label) for image, label in zip(images_train, labels_train_1d) if label not in eligible_classes]

    # If there is eligible data, split it into training and validation sets
    if eligible_data:
        X_eligible, y_eligible = zip(*eligible_data)
        X_train_eligible, X_val_eligible, y_train_eligible, y_val_eligible = train_test_split(X_eligible, y_eligible, test_size=0.2, random_state=42, stratify=y_eligible)
    else:
        X_train_eligible, X_val_eligible, y_train_eligible, y_val_eligible = [], [], [], []

    # If there is ineligible data, include all of it in the training set
    if ineligible_data:
        X_ineligible, y_ineligible = zip(*ineligible_data)
        X_train_ineligible, y_train_ineligible = list(X_ineligible), list(y_ineligible)
    else:
        X_train_ineligible, y_train_ineligible = [], []

    # Combine the eligible and ineligible data
    X_train = np.concatenate([X_train_eligible, X_train_ineligible])
    y_train = np.concatenate([y_train_eligible, y_train_ineligible])
    X_val = np.array(X_val_eligible)
    y_val = np.array(y_val_eligible)

    # Fit the model
    model.fit(X_train, y_train, validation_data=(X_val, y_val), epochs=50)

# Save the model
model.save('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
Epoch 1/50
25/25 [==============================] - 12s 145ms/step - loss: 5.3101 - accuracy: 0.0077 - val_loss: 5.2460 - val_accuracy: 0.0104
Epoch 2/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2730 - accuracy: 0.0103 - val_loss: 5.2232 - val_accuracy: 0.0156
Epoch 3/50
25/25 [==============================] - 2s 73ms/step - loss: 5.2444 - accuracy: 0.0090 - val_loss: 5.2191 - val_accuracy: 0.0156
Epoch 4/50
25/25 [==============================] - 2s 73ms/step - loss: 5.2400 - accuracy: 0.0103 - val_loss: 5.2078 - val_accuracy: 0.0156
Epoch 5/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2454 - accuracy: 0.0129 - val_loss: 5.2038 - val_accuracy: 0.0156
Epoch 6/50
25/25 [==============================] - 2s 73ms/step - loss: 5.2343 - accuracy: 0.0155 - val_loss: 5.2005 - val_accuracy: 0.0156
Epoch 7/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2246 - accuracy: 0.0103 - val_loss: 5.1987 - val_accuracy: 0.0156
Epoch 8/50
25/25 [==============================] - 2s 75ms/step - loss: 5.2369 - accuracy: 0.0129 - val_loss: 5.1987 - val_accuracy: 0.0156
Epoch 9/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2130 - accuracy: 0.0168 - val_loss: 5.1955 - val_accuracy: 0.0156
Epoch 10/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2184 - accuracy: 0.0129 - val_loss: 5.1947 - val_accuracy: 0.0156
Epoch 11/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2126 - accuracy: 0.0129 - val_loss: 5.1922 - val_accuracy: 0.0156
Epoch 12/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2158 - accuracy: 0.0065 - val_loss: 5.1904 - val_accuracy: 0.0156
Epoch 13/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2285 - accuracy: 0.0077 - val_loss: 5.1919 - val_accuracy: 0.0156
Epoch 14/50
25/25 [==============================] - 2s 75ms/step - loss: 5.2168 - accuracy: 0.0090 - val_loss: 5.1900 - val_accuracy: 0.0156
Epoch 15/50
25/25 [==============================] - 2s 76ms/step - loss: 5.2080 - accuracy: 0.0142 - val_loss: 5.1920 - val_accuracy: 0.0156
Epoch 16/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2173 - accuracy: 0.0142 - val_loss: 5.1916 - val_accuracy: 0.0156
Epoch 17/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2153 - accuracy: 0.0116 - val_loss: 5.1887 - val_accuracy: 0.0156
Epoch 18/50
25/25 [==============================] - 2s 75ms/step - loss: 5.2071 - accuracy: 0.0142 - val_loss: 5.1872 - val_accuracy: 0.0156
Epoch 19/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2067 - accuracy: 0.0116 - val_loss: 5.1876 - val_accuracy: 0.0156
Epoch 20/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2119 - accuracy: 0.0077 - val_loss: 5.1871 - val_accuracy: 0.0104
Epoch 21/50
25/25 [==============================] - 2s 75ms/step - loss: 5.2083 - accuracy: 0.0090 - val_loss: 5.1877 - val_accuracy: 0.0156
Epoch 22/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2128 - accuracy: 0.0116 - val_loss: 5.1872 - val_accuracy: 0.0156
Epoch 23/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2154 - accuracy: 0.0142 - val_loss: 5.1885 - val_accuracy: 0.0156
Epoch 24/50
25/25 [==============================] - 2s 75ms/step - loss: 5.2049 - accuracy: 0.0129 - val_loss: 5.1896 - val_accuracy: 0.0156
Epoch 25/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2028 - accuracy: 0.0168 - val_loss: 5.1875 - val_accuracy: 0.0104
Epoch 26/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2104 - accuracy: 0.0090 - val_loss: 5.1864 - val_accuracy: 0.0156
Epoch 27/50
25/25 [==============================] - 2s 75ms/step - loss: 5.2070 - accuracy: 0.0142 - val_loss: 5.1868 - val_accuracy: 0.0156
Epoch 28/50
25/25 [==============================] - 2s 87ms/step - loss: 5.2184 - accuracy: 0.0142 - val_loss: 5.1885 - val_accuracy: 0.0156
Epoch 29/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2024 - accuracy: 0.0168 - val_loss: 5.1888 - val_accuracy: 0.0156
Epoch 30/50
25/25 [==============================] - 2s 74ms/step - loss: 5.1929 - accuracy: 0.0116 - val_loss: 5.1892 - val_accuracy: 0.0156
Epoch 31/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2091 - accuracy: 0.0116 - val_loss: 5.1883 - val_accuracy: 0.0156
Epoch 32/50
25/25 [==============================] - 2s 73ms/step - loss: 5.2082 - accuracy: 0.0116 - val_loss: 5.1884 - val_accuracy: 0.0156
Epoch 33/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2034 - accuracy: 0.0129 - val_loss: 5.1885 - val_accuracy: 0.0156
Epoch 34/50
25/25 [==============================] - 2s 75ms/step - loss: 5.2120 - accuracy: 0.0142 - val_loss: 5.1870 - val_accuracy: 0.0156
Epoch 35/50
25/25 [==============================] - 2s 75ms/step - loss: 5.2088 - accuracy: 0.0155 - val_loss: 5.1897 - val_accuracy: 0.0156
Epoch 36/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2120 - accuracy: 0.0142 - val_loss: 5.1896 - val_accuracy: 0.0156
Epoch 37/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2081 - accuracy: 0.0155 - val_loss: 5.1890 - val_accuracy: 0.0156
Epoch 38/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2089 - accuracy: 0.0155 - val_loss: 5.1897 - val_accuracy: 0.0156
Epoch 39/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2109 - accuracy: 0.0142 - val_loss: 5.1891 - val_accuracy: 0.0156
Epoch 40/50
25/25 [==============================] - 2s 74ms/step - loss: 5.1968 - accuracy: 0.0039 - val_loss: 5.1883 - val_accuracy: 0.0156
Epoch 41/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2027 - accuracy: 0.0142 - val_loss: 5.1869 - val_accuracy: 0.0156
Epoch 42/50
25/25 [==============================] - 2s 75ms/step - loss: 5.1975 - accuracy: 0.0206 - val_loss: 5.1864 - val_accuracy: 0.0104
Epoch 43/50
25/25 [==============================] - 2s 73ms/step - loss: 5.2003 - accuracy: 0.0142 - val_loss: 5.1843 - val_accuracy: 0.0104
Epoch 44/50
25/25 [==============================] - 2s 74ms/step - loss: 5.2034 - accuracy: 0.0142 - val_loss: 5.1842 - val_accuracy: 0.0156
Epoch 45/50
25/25 [==============================] - 2s 75ms/step - loss: 5.1987 - accuracy: 0.0129 - val_loss: 5.1838 - val_accuracy: 0.0156
Epoch 46/50
25/25 [==============================] - 2s 75ms/step - loss: 5.2000 - accuracy: 0.0065 - val_loss: 5.1837 - val_accuracy: 0.0156
Epoch 47/50
25/25 [==============================] - 2s 75ms/step - loss: 5.2047 - accuracy: 0.0103 - val_loss: 5.1837 - val_accuracy: 0.0156
Epoch 48/50
25/25 [==============================] - 2s 77ms/step - loss: 5.1978 - accuracy: 0.0129 - val_loss: 5.1848 - val_accuracy: 0.0156
Epoch 49/50
25/25 [==============================] - 2s 76ms/step - loss: 5.1961 - accuracy: 0.0103 - val_loss: 5.1862 - val_accuracy: 0.0156
Epoch 50/50
25/25 [==============================] - 2s 75ms/step - loss: 5.2054 - accuracy: 0.0129 - val_loss: 5.1867 - val_accuracy: 0.0156
---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-18-1a1535b4efac> in <cell line: 36>()
     53     if eligible_data:
     54         X_eligible, y_eligible = zip(*eligible_data)
---> 55         X_train_eligible, X_val_eligible, y_train_eligible, y_val_eligible = train_test_split(X_eligible, y_eligible, test_size=0.2, random_state=42, stratify=y_eligible)
     56     else:
     57         X_train_eligible, X_val_eligible, y_train_eligible, y_val_eligible = [], [], [], []

/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py in train_test_split(test_size, train_size, random_state, shuffle, stratify, *arrays)
   2581         cv = CVClass(test_size=n_test, train_size=n_train, random_state=random_state)
   2582 
-> 2583         train, test = next(cv.split(X=arrays[0], y=stratify))
   2584 
   2585     return list(

/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py in split(self, X, y, groups)
   1687         """
   1688         X, y, groups = indexable(X, y, groups)
-> 1689         for train, test in self._iter_indices(X, y, groups):
   1690             yield train, test
   1691 

/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py in _iter_indices(self, X, y, groups)
   2089             )
   2090         if n_test < n_classes:
-> 2091             raise ValueError(
   2092                 "The test_size = %d should be greater or "
   2093                 "equal to the number of classes = %d" % (n_test, n_classes)

ValueError: The test_size = 185 should be greater or equal to the number of classes = 189